{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 函数的运行机制\n",
    "##### 函数对象和代码对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function __main__.func()>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 每当定义了一个函数之后，就得到了一个函数对象。\n",
    "def func():\n",
    "    print(\"hola\")\n",
    "\n",
    "func"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "co_argcount\n",
      "co_cellvars\n",
      "co_code\n",
      "co_consts\n",
      "co_filename\n",
      "co_firstlineno\n",
      "co_flags\n",
      "co_freevars\n",
      "co_kwonlyargcount\n",
      "co_lines\n",
      "co_linetable\n",
      "co_lnotab\n",
      "co_name\n",
      "co_names\n",
      "co_nlocals\n",
      "co_posonlyargcount\n",
      "co_stacksize\n",
      "co_varnames\n"
     ]
    }
   ],
   "source": [
    "# 函数中的代码保存在代码对象中。代码对象随着函数对象的创建而创建，可以通过函数对象的 __code__ 属性访问代码对象。    \n",
    "func.__code__\n",
    "\n",
    "for attr in dir(func.__code__):\n",
    "    if attr.startswith('co_'):\n",
    "        print(attr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<frame at 0x00000263827DB0B0, file 'C:\\\\Users\\\\27008\\\\AppData\\\\Local\\\\Temp\\\\ipykernel_42044\\\\2506255084.py', line 7, code foo>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 函数运行帧\n",
    "# 函数对象和代码对象保存了函数的基本信息，当函数运行的时候，还需要一个对象来保存运行时的状态，即 帧对象。\n",
    "# 每一次调用函数，都会自动创建一个帧对象，记录当次运行的状态。\n",
    "import inspect\n",
    "\n",
    "def foo():\n",
    "    return inspect.currentframe()\n",
    "\n",
    "f1 = foo()\n",
    "f1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Graph written to C:\\Users\\27008\\AppData\\Local\\Temp\\objgraph-uyd71b_r.dot (19 nodes)\n",
      "Graph viewer (xdot) and image renderer (dot) not found, not doing anything else\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f2 = foo()\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "\n",
    "def show_graph(path):\n",
    "    img = mpimg.imread(path)\n",
    "    plt.figure(figsize=(12, 8))\n",
    "    plt.imshow(img, interpolation='none')\n",
    "    plt.axis('off')\n",
    "    plt.show()\n",
    "\n",
    "# 函数对象、代码对象和帧对象之间的关系\n",
    "from objgraph import show_backrefs\n",
    "show_backrefs(foo.__code__)\n",
    "show_graph(\"figs/func_code_frame.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 函数运行栈\n",
    ">- 当一个函数中调用了另一个函数，此时前一个函数还没有结束，所以这两个函数的帧对象是同时存在的。\n",
    ">- 比如，我们的程序一般都始于一个 main 函数，然后又调用其它函数，以此类推。\n",
    ">- 因此，一个程序的运行期，同时存在很多个帧对象。\n",
    ">- 函数之间的调用关系是先执行的后退出，所以帧对象之间的关系也是先入后出，正好以栈的形式保存。\n",
    ">- 因此，函数的运行帧又称为栈帧。\n",
    ">- 注意：一个线程只有一个函数运行栈。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Graph written to C:\\Users\\27008\\AppData\\Local\\Temp\\objgraph-vbg2pwt0.dot (42 nodes)\n",
      "Graph viewer (xdot) and image renderer (dot) not found, not doing anything else\n"
     ]
    },
    {
     "data": {
      "image/png": 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2NHfvrq/C3r2GtoAqleH2+OEed4sUgTNnDO3/jPR6mDPHkI0zymvZf/Ok869cacj4ql5ypcGX8XnXqQMnTz46vUYNQ+bX2EYaDFlZY9vP3Pr1gyVLnj2GfzvOD7/3tJ/h82z7SfXpY8hav4x1v24ed7706AGrVz/zaosUKULoi+5R/C3xmHoPgiAIgiAIbxFjtb9XJa9OjV6F3NVPHy4oxMUZqp4eP26o8mjk5wdXrxoK4gUL5r3sf3nS+V/VcXnRn3dwsKFqbEZGThVgozNncl7rdIbq2GFhhtdqtWF6+/aGasuDBz9fHP92nB9+L/f/Y2PhypWc/+v1pp1OPe+2n1RehdoXte7XSV7ny6efGpoKtGlj3tjeYiJjKwiCIAjCa++5M7aCIAhvAZGxfTzReZQgCIIgCK896W3L6AiCIAgvlKiKLAiCIAjCa0Wn03H27FnOnz/PjRs3OHfuHDdv3uTjjz9Gr9ebOzzhOUiSRGZmJuHh4RQrVszc4TwVSZIwR0XHtLQ0dDodjo6OZtm+8HqxNfayLTxCVEUWBEEQBOGFys7OJiwsjMTEREJCQoiJiSEiIoKQkBDi4+NJTU0lMTERnU6Hm5sbhQoVIl++fJQrVw4fHx+KFCmCt7c3mscNgSK8Ufbu3cvq1au5ffs2derU4bPPPnvjCrUAhw4donHjxmbZdnR0NJ9++ine3t7079+fKlWqmCUOQXidiYKtIAiCIAj/SqfTcfnyZa5evUpAQACnT5/m9u3bREREoNVqcXFxoW7dulSoUIFSpUpRpkwZKleuDIBKpUKtVqNSqVC97J5wBbPLyspi0aJFfPPNNzRt2pSvvvqKRo0aYWUcX/UNtnTpUvr27WvWGPR6PampqdSpU4fKlSuzYMEC7B437rAgvGPEo1BBEARBeEdlZGRw7do1rl27RlhYGFeuXCEkJIS4uDjUajVOTk7Y2tqSL18+SpcujYeHBw0aNKBbt244OzuTP39+US1OIDg4mM2bN7Nq1SoqV65MixYtiIyMxNXV1dyhvVCJiYnmDgGVSoWDgwOXLl1i165d9OvXj/T0dLZs2YLa2AOzILyjRMZWEARBEN5Qsiyj0+nQarVotVr0ej0PHjzg/Pnz3Lx5k8DAQAICArhx4wYajQYXFxdKly5NrVq1qFOnDkWLFlUyq4LwJLKysoiKimLIkCHs2LGDbt26sXz58neiUDV+/HgmTpxo7jDytH//fgYOHEjLli359ddf34oMuSA8LVGwFQRBEITXTGRkJFevXuXKlSuEh4dz8+ZNIiIiyMzMxMHBAUdHR+zt7SlSpAiFChXC09OTAgUK4OzsTMGCBd+6TJlgPrdv32bHjh0sWrSI0qVL07x5c9q2bUtB43i375BBgwbxxx9/mDuM/7Rq1SqWLVtGoUKF+Ouvv8wdjiC8MqIqsiAIgiC8IsnJyaSlpZGQkEBCQgIpKSmcPXuWq1evEhcXx507d3jw4AEODg4UKFCAWrVqUbRoUTp06EDVqlVFFkZ4JUJCQrhy5QozZ84kNDSUrl27EhQUZO6wzC41NdXcITyRnj170rNnTzZu3EjBggXp1asXo0aNEg+8hLeeyNgKgiAIwnO6fPky586dIzg4GH9/f27cuEFaWhqOjo6UKVMGd3d3ypUrR926dXF2dsbR0REHBwesrKxExy+C2V26dIlPPvmEmzdv0rNnTwYPHoyHhweOjo7mDu210r59e7Zt22buMJ6aLMscOnSIH3/8kfz587N69WpzhyQIL4Uo2AqCIAjvPL1eT3p6OgkJCaSlpZGYmEhYWBg3btwgKCiI27dvExcXR0JCAvny5aNw4cJUrVqVGjVqUKpUKcqVK2fuXRCEJxIWFsbt27f5+eefuXHjBu+//z6///67ucN6I9SrV4/jx4+bO4znNn36dGbMmMG3337LoEGDsLa2NndIgvBCiIKtIAiC8E7Jysri+PHjHD16lBs3brB//37u37+PXq+nXLlyFCtWjOrVq1OrVi0qVKiAq6srarUaSZKUYWsE4U1z9OhRevbsiYODA59++ilffPEFFhYWSJJk7tDeGJUrV+bChQvmDuOF0Ov1HDt2jEaNGjFw4MA3ou2wIPwXUbAVBEEQ3kiyLBMSEkJMTAxhYWHcunWLmJgYrl+/TkJCAnq9nszMTLy9vfHy8sLX15dy5crh5eWFj4+PucMXhJfm1KlTrFq1ioCAAPLly8cXX3xBixYtzB3WGy9fvnw8ePDA3GG8FL/++ivLly/ngw8+YOzYseIBnvBGEgVbQRAE4bVz4cIFDh8+zOXLlzl58iRXr15Fp9NRokQJ6tSpQ4kSJWjQoAG1atVCpVKhUqmUrKq4IRPeNfPnz+e3334jPT2dgQMH8u2336LRaEQ29gWzs7N7YzqQelY6nY5Vq1YxYMAAfvzxR4YPH27ukAThiYmCrSAIgvDKZGVlceXKFQIDAwkJCeHSpUuEh4eTmpqKs7Mz+fLlw97eHl9fX4oUKYKLiwuFCxemUKFCODg4mDt8QXgtZGVlMXXqVHbv3o29vT29e/emcuXK+Pr6mju0t5qzszMJCQnmDuOViI+PZ9OmTcycOZOxY8fSvXt3c4ckCP9JFGwFQRCEZ6LVasnOzkan05GZmcmZM2e4cuUKJ06c4MSJE0RFRWFjY0Px4sVp1KgRTZo0oWzZspQpU8bcoQvCGyMrK4vMzEymT5/OTz/9RIkSJVizZg2VK1c2d2jvHE9PT6Kjo80dhlnMnDmTSZMmcf78eQoWLIilpaW5QxKER4iCrSAIgvCI0NBQAgICuHv3LufOneP27dskJCTg4uKCq6srTk5OVK1aFR8fH9zc3ChSpAheXl5oNGJ4dEF4HrIsM3PmTHbu3AlAjx49qFatmijIvgZq1qyJv7+/ucMwq9DQUNauXcvKlSv57bffaNKkiblDEgSFKNgKgiC8Y1JTU4mPjyclJYXY2FguXbrEjRs3uHbtGteuXSM2NhYPDw+qVKlC6dKlqVu3LrVq1RJjWgrCSxIXF8fp06fZvn07mzZt4vPPP6dHjx6UKlXK3KEJuXzwwQds3LjR3GG8NmrXrk1GRgZLliyhSpUq5g5HEETBVhAE4W1y5coVjhw5QnBwMEePHiUyMhK9Xk/58uUpX748Pj4+1KlTh3z58mFra4ujoyMODg4i0yoIr1B2djaDBw9m/fr11K1bl8mTJ1OiRAnRjvw1N2HCBCZMmGDuMF47kZGRDB8+nD179nD8+HFKly5t7pCEd5Qo2AqCILxBQkNDiYyM5Pbt2wQFBXHnzh2io6NJT08nKyuL4sWLU6VKFby9valQoQLly5fHwsLC3GELwjvv+vXrrF27lv3795Odnc2nn35Kv379zB2W8BT++usv+vfvb+4wXltJSUn06tULCwsLPv30U1q2bGnukIR3jCjYCoIgvCYCAgLYu3cvQUFB7Nmzh7i4OCwtLWnRogX169encuXKNGjQwGR4GzG0jSC8no4ePcr06dPZt28fP/30E//73/+ws7NDrVabOzThGZ0+fZpatWqZO4zXnizLZGVl0axZM5ycnFi4cCEFChQwmWfFihX07t3bTBEKbytRsBUEQXhJbt++za1bt4iKiuLq1asEBQWRnp5OZmYmer0eLy8vypYtS7Vq1ShevLgYqkMQXmPR0dF8/vnnfP311zRu3NjkvZCQENatW8fmzZvR6XT069ePgQMHmilS4WWIiorC3t5eVBd/Brdv36Z///6UL1+ePn36ULNmTWWM5dDQUAoXLmzmCIW3hWhUJQiC8Ay0Wi1ZWVnKUDenTp3iypUrnDp1ioMHD5KWloaDgwMtW7akfPnyfPDBB/z000/mDlsQhGeQkZGhZJyqV6/Oe++9R0ZGBhs2bGD48OHo9XoWLlzIyZMnzRyp8LJER0eLDpKeUbFixTh8+DCnT5+mf//+Jg+GihUrRkZGhqjJILwQImMrCIKQh9DQUO7evcvJkyc5fvw40dHRpKam4u7ujqurKzVq1KB8+fK4u7vj7e1NwYIFzR2yIAgvweeff86CBQuU/7u4uDBixAjq1KlDw4YNzRiZ8CotWbJEtIl+QapXr865c+dMps2YMYOhQ4eaKSLhbSEKtoIgvBOMGdbs7GySk5M5evQogYGB+Pn5ceHCBWRZplKlSvj6+tKpUydatmz5VvQUvHLlSlJTU80dhiC8UVQqFZcuXWL27Nl5vj9//vxXHJHwvLRaLd27d8fV1fWZlv/666+ZNWvWC4kl94OSd42FhQX/+9//8nyvXLlyfPXVV684IuF1U6xYMZo3b/5My4qCrSAIb6W7d++yd+9epTOm+/fvU6JECYoVK0b16tVp2LAhTk5OODs7Y2tr+9a2m3J1dWXMmDG4ubmZOxRBeOPcvXuXqKgorl+/zqVLl4iNjQUM2Ttx+/RmmTBhAtu2baNSpUrPtHyHDh3YunXrC4ll5MiRlC1b9p09h9RqtdLGNje9Xo9WqxWdIr7jVq9ezb59+55p2Tc/HSEIwjsjLi6OmJgYkpKSCAoK4ty5c9y8eZObN2+iVqvx9vamfv36tG7dmlKlSvHpp5/y6aefmjtss1KpVBQrVoz8+fObOxRBeOOUKlXqkWkqlQq9Xm+GaITn8bwPL+/evftiAgEKFy5MqVKl3tmCrSC8LKJgKwjCa8Pf35/z58+ze/du/P39SUlJoVKlStSsWZOyZctSu3ZtnJ2d8fDwoFq1agwYMMDcIQvCO0mSJGxtbVGr1SQlJZk7nFdKFGrfPbIsEx8fb+4whFfA0dERnU4nmvC8oUTBVhCEVyokJISgoCBiYmI4c+YMISEhZGRkkJSURLly5ShRogT9+/dn4cKFuLu7mztcQRDycObMGRYtWsStW7eeucqYILxJnJ2dzR2C8Ap06tSJuLg4tm/fbu5QhGcgCraCILxQR44cwd/fn82bN+Pv749er6dBgwa0adOGKlWqUL9+fVq1aoUkSfTv3z/PdjaCILzefvnlF1avXv1WdLAmCP9FlmV8fHzMHYbwCvTo0YO//vrL3GEIz0j8IgmC8J9SU1MJCwvj4sWLBAcHc+PGDaKiokhISMDOzo5q1apRt25dihQpQsOGDWnYsCHDhw83d9iCILwEoaGhxMfH89NPP9GkSRMmT55Mw4YN0ev1VKlSBQcHB44dO0ZERASDBg2iYMGCfPjhh7Rq1YqEhASuXLlC586dOXbsGGXLlmXQoEFcvXqV6dOnU6hQIUqVKkWPHj3MvZuCoMjIyKBYsWLmDkN4SiqVisGDB+Pk5ERGRgbfffcdzs7OjBw5EhsbGyIiIpgxYwZ2dnYMGzYMFxcXAOWB+5IlS7h8+TKyLDNixAg8PT1Fu+jXnCjYCoIAGIZCyMzMRKvVEhsby5YtWzh//jyHDx8mNjaWwoUL06ZNG9q3b8/w4cOxsbExd8iCIJhBkSJFcHJyYsyYMWg0GipVqkTBggXp06cPVlZWLF26lO+++47bt2/Tq1cvjh07RqVKlXB2dubbb79lyJAhtGrVigEDBlCjRg0GDRrE0KFD+fXXX6lQoQJ16tShVatWzzwsiyC8aJcvX6ZkyZLmDkN4SlevXqVFixZ06tQJWZa5evUqsizj7e3NwIEDsbOzY8CAAXh6emJra8t3333H/PnzUalU2Nrasm7dOv755x+sra1p2bIl+/fvJz093dy7JfwLUbAVhHeILMscPnyYAwcOcOHCBW7duoWHhwcuLi7Url2bihUr4unpSfHixfnmm2/MHa4gCG+I4sWLK6+vXbvGihUr0Ol0AMrQHSVKlECWZVxcXPD29iYzM1PJjCQnJxMWFsb169eZPHkyWVlZr34nBOExDh48SPXq1c0dhvCU7t27R40aNcjOzgagTJkyhISEULlyZcDwQD8yMpKIiAjatWsHGB7c6XQ61Go1FhYW7NixA71ez4gRI0hISMDKyspcuyM8AVGwFYS3QFZWFtnZ2WRmZhIYGIi/vz87d+7kxIkT2NraUrduXbp160bt2rVp3LgxjRs3NnfIgiC8obRaLTqdjoSEBFxdXcnKyiIlJQVJklCr1dy4cYOePXty7NgxZFkmMzOTrKwskpOTyc7OJisri8TERDIzM9Hr9WRkZPDll1+ydu1apk6dyhdffMHatWvNvZuCoDh06BBt2rQxdxjCU2rYsCEtW7Zk5syZbNq0ibFjx+Ll5UW/fv1Yvnw5CxYs4Mcff6RQoUK0bduWli1bsnr1avR6PYmJidjZ2aHVaildujQhISHK/4XXlySLyuKC8MaRZZkdO3Zw+vRp1qxZQ0xMDIUKFaJBgwa8//77lC5dGhcXF1xcXMTTxXdcvnz5+PPPP8U4tsILk56eTnR0NDqdDh8fH0JDQ5FlmZIlS6LX68nOziY0NBRnZ2eSkpJwcXEhLi4OnU5HwYIFiY6ORqPRoNPpkCQJJycn8uXLR0xMDImJiXh7e4tOqYQX7rPPPmPVqlVUqlTpqZctWLAg/v7+FCpU6IXEMmfOHKpWrSraa74CiYmJxMbGYm9vj4eHB2DoNyQqKgpbW1sKFSqELMskJydz79493N3defDgAYUKFUKj0RAREYFer8fHx0d8Xq/IhAkTnrm3ffHLIQivEVmWSUxMJCoqimvXrhEQEMCpU6cIDQ0lOzub2rVrU61aNdq0aUO7du1o164dkydPNnfYgiC8Q2xsbChatKjyf2OnOsbxXS0sLJSqyW5uboDpUCm5qy0b6fV68uXLR758+V5W2ILwzKKioihYsKC5wxCegZOTE05OTibT7OzsKFGiBJDzvWVvb4+9vT1gGMvWqHDhwgCiUPuGEAVbQTADPz8/Tp48yfr167l9+zZubm689957NGvWjPLly+Pq6krz5s3p2LGjuUMV3mLGDjJkWVY6DzOSZRlra2tlmoODA2DI1mm1WqytrbGwsCAlJeWF/eDb2NgoHXOo1Wqlg7K0tDT0ej2SJCk3HsYYU1JSALC1tUWSJNLT05UbFbVaja2tLWlpaUp7T7VajbW1NWB4ag+g0WgeqV7m4OBAcnLyM+2H8VgB6HQ60tLSnmk9YPiMrKysSE9PR5ZlnJyckGWZ1NRUZT+fh0ajwcbGhqSkJOzt7UlNTVWO28Ne1GctyzKWlpZKu7enZYz5RZ57D7O1tUWtVj/2HFCr1VhZWaFSqUhNTVXisLKywsLCAq1WS0ZGBmB6PgAkJSUhSRKWlpZYWlqSmZmpHAtJkrCzs1OallhaWpq0NzZed1qt9l+vldzzG+MwejhGlUqFnZ2d8r5er1euDXt7e/R6vXL+5Y5Rp9OZdKTz8LaM3y9g+N7Q6XR5bstYjf155D7GGRkZz3xuPU758uWVtuJvApVKhb29PWlpac9UddbW1haVSqV8v74MkiQp11lSUtJL246RjY0NKpXK5DciL3ldl2C4FozfvUbGaykjI0M5zsbr4+F5ra2t0Wg0yrWQe725j7NKpVKu59zL29jYoFarycrKUr4TjN8Hef3OGL9HsrKyHvkOAsjMzCQzM9OkEP/w74qdnZ3J9fnwb7Dxc3NwcFDmMTY9yb3PL/M8epgo2ArCSxQcHExISAhnzpzh2LFjpKenk5ycTOXKlfH19WXevHnUqFHD3GEK7yBZlpk1axZJSUlotVqio6OZN2+e8r69vT1fffUVU6ZMQZZlPv74Y4KCgvjrr78oW7YsGzduZPny5SxdujTPQtDTsrS0pGPHjqxZswaA33//nbi4OPR6PcWKFaN3795ER0fTpUsXZRkXFxe2b9+OLMv07dsXjUZD48aN6dSpEwCzZs0iMTERW1tbhgwZgkqlYtq0aUrVsi+//BIfHx+2bdvG+++/r6xXrVZTqVIljh8//tQFJ5VKxVdffcXVq1epUqUKSUlJdOzYkYYNGz72ZtvOzs7kBia36Ohovv76a9asWYOVlRVffvklAQEBLFmy5IVUL7969Sp9+/blypUrNGrUiC1btnD8+HGWLl2Kt7c3O3fupFmzZmRnZzN48GAKFCjw3Nu0sbHh119/ZdCgQQD8888/tG/f/olvwI0xb926VckIv2gLFy5k3rx5+Pv7P9KRlSRJ/PLLLyQmJiLLMg0aNKB169ZIksSnn36Kp6cnkZGRzJ8/XzmXcjt//jxpaWkMHToUOzs7srKy+PHHHwG4cuUKa9euJTExkQkTJnDo0CE++OADdDodmZmZDB8+HGdnZ27evMm8efOwtrZmzpw5xMbGKtdKz549kSSJM2fO8Oeff7J48WLlZtXKyoqhQ4fi6OhIeHg4f/zxB9evX6dv375KfEWKFGHNmjVcuHCB1atXk5SUROfOnWnevDmWlpZs2LCBy5cvExoayrhx4/Dy8spzW+vWrePGjRvodDo8PDz47LPP8tzWli1bnvvhT+5jPHz4cDp06PDM68vLm/Y7HRsbqxyHunXrPvXyixYtYunSpRw5csTkgeeRI0eU74MnIcsyNjY2jzxcATh79iwLFy7k9u3b7N2796ljzGtbxodzeenbty92dnaUKVOGTz755LHf7UOHDsXBwYGMjAx+/PFHpTflNWvWkJqaqgwZBPDFF1/g6OiIhYUF48aNQ5Zljh8/zv79+4mNjWXKlClKIXXAgAE4OjqSL18+vv32W2RZ5vLly3z22WecOXNGOc6rV6/G398fWZYZNWoUnp6eZGdn069fPwoXLkxUVBTz588nKyuLL774AldXV0JDQ/n111+VAqxKpaJKlSr06dOHTz75hO+++45du3bRqlUrtFotarUad3d3vv32WypUqKDs+4oVK5TaOCkpKdSvX9/kO/D+/fvUq1dPmf/cuXMASmdcAL179+azzz4jOjqayZMn4+joyMCBAylSpMgryXqLNraC8Jxu3brFqlWrOHnyJHv37qVIkSLUrl2bzp07K13Mq9XqN+ppr/D2yKuNrUqlom7dumzfvl0Zty8xMRFHR0eTzEmrVq3YtGkTtra2nD59mj/++IPly5cr6/j999+VwsmL8NFHH7Flyxbl6bexnaXxxzUmJgYrKytsbGyQZZkjR47QsGFDPv74Y9avXw/AwIEDmTZtGkuWLCEtLY0hQ4awYMEC9Ho9AwYM4JNPPmHdunXodDo++ugjVqxYQZ8+fVi6dClgKLQEBwdz8eJFmjRp8kwFp8TERJYsWcLQoUORZZlhw4ZhbW392GYD9evXf2whWqVS8eGHH7J582YyMjJIT09n8uTJSkHoRejUqRM7d+5k79691KxZUzm+tra21KhRgz179ig3Z8+bWcu9zS1btiDLMtnZ2VhYWDzV8p07d2bRokUvbUggW1tbWrVqxY4dO/LsodkYs/FaOn36NFevXiUwMJDOnTtz5swZ0tLSaN68OevWraNTp05YWFgwdOhQpk+fzvnz59Hr9VStWpWDBw/i7u6Oh4cHH3/8MXv37iUsLIzu3bsTGBjIlClT+Oqrr9BqtciyrGS6hg4dyo8//vjItbJp0yY8PDzQarWsX7+eXr16KYXNQYMGsWjRIqXjLpVKRWRkJF5eXsiyTFJSEtHR0bi7u9OuXTtOnTqFSqWiS5curF27lhkzZuDk5ET//v1NMrjGbfXs2VOZnjuuJk2acOjQISIiIh7ZVqlSpZ7rs1KpVGzevJnOnTubZMIe9jxtbLds2fJCa1A9SRtbSZLYuHEjH3/88WMLa/8mLi6OGzduUKtWrade9nHnf+7P9EnY29vz8ccfs3DhwkcKwx9++CErV6586mv/37ZVuXJlTp8+bbIttVrNmDFjmDRpEpaWlvzwww8MHjw4zyxmYGAgWq2WatWqcejQIfLly0flypVp2rQp+/btw8LCglq1auHv78/27dspU6YM3t7ebNiwgWrVqlG0aFG6devG+vXrsba2pmHDhhw6dIj58+fTrVs3nJ2dmTdvHh06dMDDw4Ps7GxatmzJ8ePHyczMxMrKiu7du7N06VKsrKyoUaMG27dv58yZM5QoUYJixYqxbNky6tevT/HixZXvA0dHR1q1aqX8Dk6ZMgVbW1ucnZ35+OOPAUPBeuXKlWRkZKBWq8nOzsbe3p6AgABKly79yLH466+/2Lx5M71796Zbt24APHjwAAcHB5O+W4wPKr/44guTY163bl127dqFs7Mz9erVY8OGDUob5//yPG1sxZ22IDyhsLAw/vzzTz777DOqVq1K/fr16dy5M8uXL6dKlSpMmjSJuLg47ty5w5o1a+jatSsajUa5+RGE14W1tTWOjo4mVYqcnZ2RJEl56i1JEu3atSMiIuKJ1vfDDz+wePFipWri3bt3mThxIn/++Sd6vZ5bt24xZswY0tLSGDFiBBkZGdy4cYORI0cSGBiIRqPhf//7n/LU2njzZPyr0+lwcXFRqpP5+/vTrFkzACIiItDpdGi1WipUqEBGRgYnTpygTp06ANSpU4ejR49iaWlJWFgYV69eJSgoiGbNmiHLssmNmiRJTJw4kdq1a7NgwQKsrKyQZZlvv/2WJUuWMGHCBDZv3oxKpWL58uVMnToVf39/xo4d+9jqbUOHDuXw4cMAHDhwgHHjxnHgwAElqwbwzTffcPDgQVQqFdOnT2fMmDFkZWUhyzL9+/c3yZrkxcLCgu+//57x48crN/dWVlZMnjyZ33//nZiYGABOnTrFhAkT2Lp16yPrKFeuHBEREUiS9Mh3lnFabGwsI0eO5NixY6jVav766y8mTZqEn58fU6ZMQa1WM336dLZs2YJarebgwYPKeTBixAhSU1ORJAlfX19kWSY+Pp6JEydia2vL1q1bmTx5MrNmzWLUqFFkZ2czYcIEJkyYwIEDB9ixYwfjxo0jKipKiWvz5s0MHz6cnTt3IkkSf/31FyNGjODu3btkZ2fz3XffsW7dOn744QdGjBjBN998w/Hjx1m4cCELFixQ1mPcr9mzZ6NWq//1WBuPt4WFBXfv3qVDhw5IkkTJkiXZsWMHarWaHTt2ULt2bbKysujatSsA8fHxDBw4ELVazc6dO/H29gagYsWK7N+/n+PHjysZ8Xz58imFno0bNyqfqfHBgnF8Tnj0WjFe1w8XQCRJ4ubNm2zcuJGRI0dy7do1AKWgqVar8fPzo0yZMsq5LMsysiwrhYDTp09Tu3ZtRo4cib+/v3Ks8irsaDQarK2tSU1NVTpdymtbRmq1mkOHDj1yvsybN4/vv/+eLVu2EBQUxPjx47l06RJ2dnZYWloCEB4ezqRJk5g7d+4LH2M9Pj6emjVrvtB1Po6VlRVqtZoff/yRjz76iMzMTDIyMpAkidDQUEaOHMn+/ftRq9VIksSOHTsYNWoU+/fvV67RDRs2MGnSJBITE5X1WlhYMH78eCZMmPDINiVJIj4+XlmP8ZgC7N27l++//x4wVCcfP3688n5ISAgjRoxgwYIFaDQak/Vs3boVSZKYPn06d+7c4euvv1aagADcvn2bBw8eMGLECM6ePYskScyfP5+JEycq57iFhQXLli0z+U7L7fTp04wcOZItW7YAMH36dIBHtqXRaLh48SJg+B2pVasWCQkJDB8+nHHjxhEdHc2oUaP4559/2LlzJz4+PgBUqFCBvXv3YmFhoVyXOp1OyULv3btXefBZs2ZNTp48CaCMd5ydnU1qairW1tb4+flhZWWFXq+nTp06BAcHK/v48GdhPL7G6z8mJoaqVauye/dubG1t2bJli1IQNR6rO3fuKIVP43WXV5bcyckJT09Pxo0bp1y7QUFBjBo1itWrV5tcx/7+/nTu3Jnt27ebrGP58uVMmDCBixcvKjHGxsYyevRoDhw4gK2tLZaWltjZ2Sn7bGdnp+zzyyaqIgsCKG2NMjMzOXHiBMuXLycgIIDIyEiaNWvGe++9R9++ffn000/NHaogPDe1Wo2lpaVJ4cX4A2Vra0vv3r357bff6N69O4MGDWLNmjWPzdSp1Wo+/vhjlixZgo2NDT///DNffPEFixcv5pdffgEM1fiOHz/OjRs3uHnzJtOmTVPGBdy0aRPTp0/H09OTtm3b8ssvv/D1118r6x89ejQBAQEmGYvY2FgmTpzIzp07kWVZKQAaC+V6vZ6EhASlwxAnJyfi4+MBw41AYmKiSZvBHj16KIX6sLAwevToQYkSJdi1axedO3emTJky1KtXjxUrVrB161b8/f1p3bo1+/fvp0aNGgwfPpzatWtTt25dzp07Z3JDCTmdjxiP1+TJk9myZQt6vV6p4jhjxgxkWebkyZNMmDCBjIwM6tevz5EjR2jbti1Tp05lyJAheX4GubMI2dnZ1KtXDz8/P2rVqsWpU6ewsrJixIgR/PDDD1y/fp2JEydy6tQpUlJSTB5ueHl58dVXXz12qJ0VK1awf/9+li9fzp49e+jRowcbN26kevXqjBgxgvLly7Nq1SpGjRrFp59+Su/evWnSpAnjx4/nxIkTSJJEnTp12LZtGz179iQuLk4ZLkiWZTp16sS0adM4deoUsixTp04dTp06xejRo2natCn3799n27ZtJtWhDx06xJw5c9Dr9YwaNYoRI0bg5ubG0KFDmTt3LtOmTaN3794sXrwYCwsLMjMzmThxIpMnT2bVqlVotVrs7Oz49ttvWb58OZaWlnzwwQds2rQpz2OQm16vR6fTERERoZx/Wq2W1NRUMjMzTTKXFhYWLFiwgGHDhiFJEvfv31duvu3t7YmNjcXR0VF5kGK8uTV+nhcuXFAyjTqdjsWLF/PDDz+YxDNmzBilmnNeJElCp9PRo0cP2rVrx7hx4xg1apTS5jU0NJTVq1fTpk0b3N3dadGiBXv37uXKlSvcunULMFRPXLRoETNmzGDOnDns3buXcePGPfYY6XQ6dDodcXFxQM73TO5t5Z63cePGjBs3zuR8OXfuHH/88QdNmzZFkiSuXbuGr68vgwcPpnbt2nTq1IlvvvlGaUv4wQcf8Ndff/3n5/ekAgICaNKkyQtb3+PIskyNGjUYMGAAkyZNUgomOp2OGTNmEBcXx9SpUzl48CD79u0jOjqaypUr065dO86ePcvFixe5d+8ePj4+fPjhh1y7dg1JkkhISKBt27acPXuW7Oxs6tSpw7Fjx5Ttrlq1it27d7NixQrOnj1L7dq1OX/+PDExMTRo0IBGjRrx3nvvce7cOVxcXNBoNGRlZbFgwQKmT5+OhYUFX3zxBTVr1mT37t0sX76ca9eusWXLFoYNG0ZQUBCzZs0yKWgVK1YMV1dXfvnlFxwcHKhevTp79+7F0dGR2rVrc+LECWrVqsW2bdtwc3OjXr167N27V2n2olarCQ4OZtq0aZw+fZrk5GSGDRvGypUrH9mWJElKG0/jQ5qkpCR+/vlnOnXqREJCAj/88ANWVlbs27fvketSpVJhaWmpXOPG7T948ACNRoMsyzg6OpKQkKDUdDFuCww1ChISElCpVEo/CaGhoXmeAxkZGcTFxbFixQqlurNer1fa6xrb0OfO9IeHhzN9+nR+++03LC0tGT9+PN9//z0///yzsv/G+bOyspAkSSnApqWl0bNnT7p160ZSUhJ//vkn/fv3x8rKiuHDh+Pr68u2bduUdbi7u/P5558jSRLjxo3Dw8OD/PnzM3nyZDIzM9m/fz8NGjTg+PHjaDQaZZ/VavUz1Tp4FiKNJLxTbt++zZw5c+jfvz9Vq1alSZMmdOnShTlz5nD69GliYmJo164dGzZs4ObNm6SlpbFt2zaGDRsmeusU3hrp6ek8ePDApE1jeHg49+/fJz09nXnz5mFlZUW+fPmwtbXFxsYGLy8vJesHKNWfdDodGzdu5ODBg3z00UdKRxYAGzZsYP369fz000/odDr0ej3ly5dXqk9t2LCBzZs3c/HiRaWznOPHjyudZ/Tr149x48YRHh5uUrVs7ty5bN68WYnDw8MDtVqNRqMhODgYa2tratWqpbT/OXfuHPXq1ePBgwf06NGDqlWrUqdOHRYuXIhKpaJNmzZMnz4djUbDqFGj0Ol0bNiwgXr16jFnzhzAcJPi7OyMXq/H29ubxMREVCoVarUaR0dHJcOV+xgZ/f7775QuXRpZllm7di2bNm0iJCREKSwY2dracvHiRWbMmKFkhVUqlXJc8nq4YGdnpzx5NxYQPT090ev16PV6srKySEpKYurUqUiSxIEDB1i/fj1BQUFcv37d5OGGsWra4zJeAQEBaDQatmzZQnZ2NoMGDUKSJKVDEVmWKVq0KFqtFjc3NyVelUqlFALt7OwICwujYsWKzJw5M8/hyIzj5BpjmjBhAl988QWzZ89WqsLLssw///zDpUuXlJu2Y8eOcebMGbZs2ULr1q25d+8eYKiNYHwAAoYCfHZ2tjIMkfFz3LJlC+vWrWPw4MH/WuXamLHR6XQUK1aMe/fuKef5lClTsLa2Zvz48QwZMkTJyJw6dYrk5GRkWUan09G6dWulNkRwcDBNmjShbt26REVFIUmSUhDUarWMHz+eRYsWAYaqkuPHj2fixImsWLECQLlWxo4dS2RkpJKJzStuR0dH5ThUrVrVpJrptGnTlIcaer2e6dOn06ZNG0aNGqUMdVKoUCGqVasGQL169fD393/scbK1tSU7OxtHR0eaNm1q0kFQ7m097OHzJTU1lb59+/LZZ5+xYMEC1q1bB8DUqVPp1KmTUhValmXS0tKUY/iiGDNxL5skSaxbtw57e3tatWrFunXrlMLUiRMnlExgq1ataN26NefPn6d69erIsoybmxsnT54kLCyMGjVqoNfrcXNzM+nAaP369WzevJmffvrJZLvnz59Xhrxxc3NDr9ejVqtxcnJSOnfS6/XKw0FAuT63bNmiVHcPCAhQMvLlypXjww8/VOaXZfmxVY7VajVqtVr5frWzs1MyrIULF0aWZQoUKMCpU6dMljl48CCbN28mMDCQ69evP3ZbWq2WsmXLKuNsX7hwgfz582NhYcH69esZPny4Upht1aoV4eHhgKFWRNOmTcnOzlbOKeN3bXp6Os2aNSMhIQFJkrhw4QK1atVCkiTle91YYy8jI4M6deqQlZWFSqXi3LlzJjUVHrZnzx4++eQTunfvDoC3tzejR49WqvrOmzePP/74AzA8IIqJieH3339n7ty5REVFUbVqVTZv3kxISAjBwcEEBQUp605PTycuLo6JEyciyzIqlUr53bCwsODcuXOoVCo+++wzgoODWbduHU2bNlWuOUtLS+VhVaNGjQgICMDCwkL5Di5RooTSOVZSUpKyzykpKXlWd34ZRMFWeCtlZWVx69YtDhw4wG+//UaHDh0oW7Ys7du3JywsjFatWuHv78/Bgwf5+++/GTJkCE2bNqVs2bLmDl0QXjqtVsuXX37JL7/8ojzNnjlzJp6enqhUKq5du6Y8Fe7fvz9paWmUKFFCqVql0Wi4desW1atXR61WU6VKFRo1asScOXPYsGEDarWaxMRE3n//fdq0aaNUcZIkSbnh0Ov1/PHHH3z44YdYWVlx9OhRAHx9fbl//z5///03w4YNIzg4WGmPCIabv9u3bysZLUmS6NSpExERESQkJHDixAmsra3p1KkTS5cuxcLCgkWLFvHhhx9iZ2fHgQMHyMzMJC0tTbmZ02q1bN68GSsrK0qVKkWnTp1o3749kydP5sKFC1hYWChZNrVazZ49e6hSpYryA3/p0iWysrJwcnLCw8NDaX5gaWlJQkIC27ZtY8SIEeh0OurWrUvXrl0pXLiwsl4rKys0Go3SBnDQoEF07NgRlUqlPFmvWLEier3eZN2WlpZ06dKFpKQkLC0tlYzcvXv3UKlUuLm5odPpyMjIoG3btmg0GiWbU6ZMGTQajVKl0bidfv36KRk/4zTjse7cuTPJycl07NgRDw8P5s2bZ1IV1dLSUolPpVIpn7Usy2RmZio9CBcvXhydTseRI0eUG5/cN6LGc8+4Hmtra4KCgvDx8SEzM1MpTHfq1Inp06ezd+9erK2t+eSTT/D29qZTp05ERUXh4eGhHBdjQcdYU8F4M218EJOSkkLHjh1p3749c+fOfaR6b242Njb06tVLqf4eGRlJ5cqVadiwIXv37kWSJE6cOEGLFi2U8/aPP/7gyy+/BAyFglatWrF9+3YkSWLFihW0adOG6tWrK70N+/n5Ub16dbKzs9FoNISEhCBJEj/99BP9+vXjwoULnD17FoBNmzYxbNgwrl69yrlz55SHKxYWFso+GjMurVq1IiQkBLVazfbt2016KDa2tzeqWLEiWq1WaSoA0KFDBzZt2oRGo1Hap+felvF4G9uGG6/Rw4cPm1QPfXhbly9fVh60PXy+GHuevXfvHg8ePFCWuXnzJvfv3yc1NZWtW7eiUqmIjo5+4ePD5i40vWxeXl507dqVXbt2cfXqVVq1aoW9vT19+vTh6NGjqNVqpk6dqrTbXrFiBWq1mtOnT/P+++9TtWpVli5dilqt5uzZs1haWuLs7IylpSXt2rWjQ4cOLF682GSbnTp14vLly8p6jJ0HJSUlER4eTmJiIkWKFDH5zIw9GXfs2JE2bdqwYsUKOnTowJUrV1Cr1WzcuJF58+Yp48Pa2toq3/GAck0ae0fX6/VcvXqVzMxMdDod1apVw8rKCj8/P3Q6HdHR0TRt2tRk+97e3nTp0oWyZcsqmVN7e3tlW8ZrXqvV0qVLFyVZsX79egoUKEB2djYjRoxg0qRJHDhwACsrK+W6VKvVynVpfDhj7Hm4WrVqpKWl0a5dO/z8/NDr9SxcuJD33nsPMDzcNNYMatq0KRkZGXTq1InAwECys7NZuHAh5cuXB3KqIuf+nnrvvfdIS0sjJCSETz75BEdHRxo1akRwcDBqtZpNmzYpVePHjh2LWq3m/Pnz+Pn54e7uzvvvv0+nTp0oWrQovr6+VKpUSfkOMH6XGx9oXbt2jYiICNRqNVeuXKFNmzZKVrdNmza0b9+eIUOGMG/ePGxsbJg1a5bS0/LSpUtp1KgRO3fuZNq0aWg0Gnbt2kWxYsXIyMjA19dX2WcfHx98fX0BlAcHL4voPEp44y1fvpy//vqL4OBgnJ2dad26NfXr16dq1aq4ubk90iGOILxL8uo8ykin0xEaGoqFhQWenp5K1aGwsDAKFiyoFLp++OEHRo0aBRieEGu1WpycnJR2gHq9ntDQUDQaDQUKFECtVpORkUF0dDQajYaCBQui1WqVtrClSpVCr9eTlJTEgwcPcHNzw8XFBb1ez82bNxk9ejS//vqrSTs/Hx8f5Yc/LS3NJKsoSZLS07GXl5fJDU1ISAje3t4mVa/u378PoGShAH766ScqVapE2bJl8fb2Rq1Wc+fOHWVdZ8+e5cCBA4wcORI7Ozul0NS4cWN27NhBaGgoRYsWVdoxGrNOdnZ2eHl5KfsSFRVFWloabm5uxMXF4e3tTVZWFvfu3aNQoUJoNBru3LmjFGrVajWenp7cvHmTfPnycf/+fTQajUmby2LFiqFSqbh9+7ayX8bCxe3bt7GyslKq7967d4+UlBRcXV2Ji4vDxcWFxMRErK2tKViwIJaWlkyYMIHRo0cTGRmpDC1h7OBHq9USGhqKs7Mzbm5uREdHk56ejrW1NcnJyUiShKenJzExMcrNZ7NmzVixYgVpaWn4+PgoheH58+fj5ORE7dq1UalUFC9enIYNG7J8+XIyMzPx8fFRMsrbt2/ngw8+UIaoiIyMRKfTkS9fPuLj41GpVHh7exMdHU1qaiqenp7Y2tpy9+5dAOVBwo0bN5AkCXd3d2JiYpTlZFlWroUiRYoQFhZGdna2clwevlVKTU0lLi4OrVaLt7e3Euf9+/dJSkrCzs4OT09PZf779+/j4eFhsp7k5GTu37+vxGp09+5dHB0dlYwbGAqvPXr04OrVq8p8xs81NDTU5FrJnz8/tra23LlzR7k+vb29lZvbiIgI0tPT8fLyMilsZmVlmbSvNH7WLi4uSiZPkiQyMjIIDw/H09NTKRjnta3MzEyioqLQ6/UULFjwX7cVFhaGl5cXKpXqsefL0aNHadGihVLNNCoqCjs7OxwdHYmLi1Me8BQqVCjP9u7P2nlUgwYN8PPze6pl/suTdB4FOdlrMFRTjYiIMDnuDx48ICkpCRcXF6XgGRMTQ1paGvnz5yciIkLJ9N6+fRtJkvD29n7knij3Z+3q6kp4eLhSrTYxMZGyZcuSkZHBL7/8wsSJE0lJSSEzM5Pw8HCsrKyUzKrxOzdfvnxKU5Do6GjS0tKUzo7AkDmMjo5Waj2oVCoiIiKUQhAYvtuioqJIT09XvtNyu3fvHmlpaTg7OxMXF0fJkiWVczP3tozrio6OJjMzEy8vLzQaDTdu3ADA09OT+/fvY2lpiZeX179el7m/L8DQ/johIYGCBQua1D65c+cOFhYWynExflYpKSl4eXkpBdqwsDB0Oh3Z2dkULlxYaZN+//59bG1tTTpbMv52GH97jdsxHhe1Wq00e4mLiyMhIQEADw8PpbCt0+koWbKkScdv9+7dIzk5GQcHB/Lnz8/169dRq9WUKFECvV6vPDxydnbG2dmZ8PBwtFot7u7u2NnZKdXdHzx4gKurq8l3xf3790lJSaFo0aJKbRU/Pz8aNWr0r+f983QeJQq2wmstOTmZu3fvEhYWxt9//82pU6eIjY2lZs2a9OjRgzp16igdcAiC8Kh/K9g+qYfH2XuZJElS2kC9SsaqzI/rpGnq1KkEBASwbNky5QYmJCREaV9crFixlxqfMav6osfnzMuL+rwlSSIyMpKuXbuybt06JUNuZMzGpqWloVKpCA0N5aOPPlJ69QXYvXs3V69eJSoqiqlTpz53TE9Lo9Fw9OhRk8xt+fLlTTKdr4Kx4Pwixi5+XT3ufDl9+jSbNm0iKyuLmTNnPvP6n7Vg26hRI6XztxflSQu2r4ulS5eSnJzM4cOH2bZt2yv5HhLeLpIkMW3aNEaMGPGf32OiYCu8VU6dOsW8efPYs2cP8fHx9OzZk2bNmtG1a1clCyF6GRaEJ/MiCraCaacbuTPCxvbCTzMExrvE2LbaWP33SebNPTyaXq9XOl8yV80b42dvlPscEF6svM6X3ENCPc9xf9aCbYcOHfLsRfx5vGkFW2M29kmuY0F4Xs9TsBW/xMIrFx4ezrVr1zhx4gQnTpwgPT0djUZDw4YNqVy5Mi1atGDZsmXmDlMQBEGRu9qkkSjM/jdjW9ZnndfYnticzL39d0le50DutoGvmrF37ndd7v4RBOF1JjK2wkuTnJzMnj17mDp1KmfPnqVkyZL07duXgQMH4uDgIDKvgvACJCcnc/78ec6dO8ft27c5e/YsAQEBSlUxWZapV6/eCx/bUXh+kZGRSoddwpvNmM0Sn+Xr68iRI5w5c+apMrZ6vR4/Pz8aNmz4QmOpVq0arq6uL3SdgvC2sLKyYseOHc+0rCjYCi/M7t27WbduHRcvXkStVlOpUiWlEydjb2iCIPy37Oxsbt68SXBwMPfu3SMwMJCQkBBiY2NJTk7GxsYGd3d3HBwccHd3p3jx4hQuXFjpuKFgwYLY2dnh4OBAQECAyZitwqtlaWmJra0t9+7d46+//uLvv/9Go9HQunVrunXrhqen51tfrdXGxoZJkyYxatQokyGm3ibGsWU3b95M3759+eSTT155O3Hhv1WpUsWkQ6D/EhkZiaWl5Qsf7u/EiRPiO1kQHsPd3V3psPBpiYKt8MQyMjJITU0lODiYxYsXs2PHDrKzs+nXrx8dO3Z84U80BeFNpNfryc7OVno6NI7PevLkSaVr/fPnz3P16lVlKIuSJUtSsmRJfH19qVevHl5eXv86zp3wejIOrRMZGcn06dM5cOAA8fHxDBs2jI8++kgZRuNd1KNHD1avXm3uMF6ZJk2aYGVlxfTp0ylXrtxb//DibfXdd98xefJkc4chCMITEgVbIU87d+7k6NGj/PPPP3h4eFCkSBHatm1LpUqVlK78BeFdERsbS2RkJJcvX+by5cuEh4dz+/ZtoqOjsbW1VYZIsLe3p3Tp0hQtWlTpOt/d3R0nJyecnZ3NvRvCC3bu3Dn++OMPAgMDcXV1pUmTJlSuXJnKlSsrw+sIBl26dOHvv/82dxiv3L179xgzZgy3b99m0qRJ1K9f39whCU/Bzc2N2NhYc4chCMITEj1fCCQmJnLz5k0OHz6sdOhUpUoVWrVqRVBQkHjSLLyV9Ho9GRkZxMXFkZ6eTlxcHJGRkURFRREUFERERAQPHjwgNDQUGxsbnJ2dKV++PJUqVaJq1aqUL1/+mavKCG+elJQUIiMjOX36NCtXruTixYuULl2ar776ivnz54sOhv7Duzo8SP78+Vm8eDEXL15k4MCB+Pj4MGvWLNzc3MwdmvAfjL8PgiC8OUTG9h1z+vRpZs+ezYEDB3B1daVr1668//77FC1aFHd3d1GIFd54169f58yZM4SGhnLq1CkuXLhAWloaGRkZlCpVCm9vb4oWLUq1atXw8vKiYMGCWFpaYmdnh52dHZaWlmI4A4FFixYxY8YMoqOjad26NQMHDqRIkSK4u7uLjrieQYsWLdi7d6+5w3gtHDhwgG+//ZbOnTszfvx4c4cjPEZAQACjR49m9+7d5g5FEIQnJAq2b6GUlBRu377N1q1bOXXqFAEBAbRp04YWLVrQtWtXc4cnCP9Kp9ORkJBAfHw8SUlJ3L9/n8DAQMLDw7l79y4hISHEx8cjSRL58+enaNGiVKpUicqVK1O0aFHKli1r7l0Q3hChoaFERkayceNGdu/eTXp6Oh07dqRt27Y0btzY3OG9VRo2bMiRI0fMHcZrp3nz5sTHx7N27VpKlChh7nCEXJYtW4arqyvt2rUzdyiCIDwhUbB9i8yZM4eJEycSGxtL9+7dGTduHMWKFTMZ7F4QXifnzp3j1KlTBAcHc+LECYKCgtDr9bi4uFCnTh2KFStGrVq1qF27Nl5eXqjVaiRJQpIkVCqVqGEgPLXTp0+zbt065syZQ7FixejatSsjRozA1tZWnFMvUb169Th+/Li5w3htFS9enGHDhjFw4EBzhyL8v88++4zZs2djZWVl7lAEQXhComD7hrl79y579+5lz549pKSkoFKp6NChA3Xr1qVixYrmDk94B2VkZBASEqJ0pnT9+nUiIiIIDQ1Fq9WSlZWFWq3G29sbLy8vSpcuTenSpfHy8qJ48eKiICG8FEeOHOHs2bPs37+f+Ph4ihcvTuvWrfnoo4/QaET3Eq9atWrVOHfunLnDeO1Nnz6dHTt2sG3bNhwdHc0dzjutUqVKBAYGmjsMQRCegijYvsZiYmIYPXo0f//9N/ny5WPixIm0a9cOW1tb0QZQeOlCQ0O5fPkyx44d49ixYwQGBpKUlISLiwtFihShYcOG1KhRg/LlyyvjFBuzqcZ/gvAq7Nq1i++//54zZ85Qu3Ztxo8fT/PmzVGpVKK2ymvC19eXS5cumTuMN4Isy2zdupUuXboQHh4uetg2E1F9XhDePKJg+xrJzMxk/vz5rFixApVKRdWqVenatSulS5emUKFC5g5PeIuEhoYSFhbGuXPnOHv2LOHh4URHR2Nvb4+9vT0eHh4UK1aMkiVLUqBAAQoUKICbmxvu7u6iWpZgVg8ePGD9+vXs3r2bsLAwfH19ee+996hbty7ly5c3d3jCY5QpU4arV6+aO4w3SnZ2Nj179qRcuXJMmDDB3OG8c8aPH8/EiRPNHYYgCE9BFGzNICUlhdTUVBYtWsTvv/9OamoqQ4YMoV+/fhQrVszc4QlvEL1eT2ZmJllZWeh0OmJjY/Hz8+P69eucPn2aEydOAODq6kr9+vUpX748DRs2pHbt2qJnV+G1lpKSQkREBDt37mT27NlkZGTQvHlzJkyYQPHixc0dnvCUfHx8uHv3rrnDeGP1798fDw8Pfv75Z1Eb5hVISUkhPj6ewoULmzsUQRCegijYvkJr165l7Nix2NjY0KxZMz777DO8vLxEOxrhiWRkZODn58eVK1c4cuQI/v7+pKenY29vj6+vLz4+PlSuXJlatWpha2uLvb09dnZ2WFlZiTE2hTdCYGAgs2bNYvfu3eTLl49+/frRvHlzvLy8cHFxMXd4wnPw8vIiIiLC3GG80Q4dOsQXX3zBvn37RC2ul2zlypX06tULgMmTJzNv3jymTZtGjx49/nNZV1dXfHx8OH/+/CPvpaSkUKZMGcLDw59rPYIg5E0UbF+Ce/fucf78eZYuXcqJEyeoXLkyEydOpEqVKuYOTXhN6HQ6kpOTiYmJ4cGDB8TFxXHmzBmuX79OSEgIN2/exN3dHQ8PD+rWrUupUqWoVasWZcqUMXfogvDcjDUKDh8+zP79+ylXrhyNGzdm2LBhok3sWypfvnw8ePDA3GG8Ffbu3cuUKVPYtWuXaBrykpQvX57Lly8jyzIjR47kl19+eeJlw8PD8fX1JSEhIc/3Bw8ezJw5c557PYIgPEoUbF+A3377jWXLlhEfH89nn31Gx44dRSb2HXflyhUOHTrEgQMHuHTpEvfu3aNAgQIULVqUypUrU7duXYoXL46DgwP29vZYW1uLqsHCW2n+/Pls2rSJkydP0qZNG1q2bEmzZs3Inz+/qEnwDnFwcCA5OdncYbxVhg4dyubNm0UV75fA3d2dGzduULp0aVJTU2nUqBE7dux4ZD69Xk/58uUZNGgQfn5+pKenM3fuXJMCaZ8+fThz5gxnz57F1taWwYMHM3LkSFq1asXHH3/MyJEjAejduzeBgYH89ttvNGnSxKRgu379eiZMmMB7773H/PnzX+WhEIQ3iijYPoNr166xevVq/Pz8yMrKomPHjjRu3Jhq1aqZOzThFQkNDeXmzZuEh4dz+fJlgoODSU9PJzU1FZVKRZEiRShTpgxVqlShcOHCVKxYUWSihLdeSEgIgYGBbN++nRs3bqDVamnbti1Vq1alRYsW5g5PMCNra2syMjLMHcZbx9/fny+//JLTp0+bO5S3St++fVm6dCkAkyZNYty4cXnO16hRI9asWcPNmzd57733kGXZpEDq5ubG1KlT6dWrF4ULF+b+/ft8+eWXeHl5MWrUKKXAHBMTQ2RkJBUrVqREiRLExMSYrMfd3Z379++zc+dOqlevTv78+V/h0RCEN4co2D6B0NBQ+vXrh7+/P507d2bu3LnY2NiIgspbKiwsjB07dnD+/Hl27txJdHQ0lpaWNG7cmKZNm1KhQgUaNmyIRqNBkiRUKpXozEN458THxzNx4kRmzZqFnZ0dQ4YMYfTo0VhZWYlrQniESqVCr9ebO4y31kcffcTNmzc5e/asuUN54927d4/k5GRKlCiBLMt89913/Pjjj3nOK0kSxtvoChUqcPHiRZMCae73y5Qpw5gxY/D391eqIh89epTU1FRat25NpUqVCAoKAiA5OZmEhARlPZs2bWLo0KFUrFiR7du3v4KjIAhvJjFK/UPOnDnD8uXLuXjxIlZWVvTp04eWLVty4MABc4cmPIfw8HCioqK4ePEily9fJiwsjNjYWDIzMwGoUqUKvr6+lCpVCl9fXwYOHGjmiAXB/HQ6HRcvXuSff/5h165dyLJMsWLF6Ny5M7Vr12bmzJnMnDnT3GEKwjtv7dq1AFSvXp0uXbowevRoM0f05jp9+jRNmzYFDAXXf2vHXLduXR48eMDdu3e5fPkygEkzNCcnJ1avXs0HH3xAVFQUH3/8MUFBQcyfP5/PP/+cX375hTVr1vDjjz+yYcMGSpUqRb169bC3tzd5EHTixAlCQkIICAhg+/bttGvX7iXtvSC82d75gq1OpyMuLo7Jkyezdu1aihcvzuLFiylbtqy5QxOeglarJSsri4yMDKKjozl37hwHDx7k0KFDRERE4OzsTIUKFXj//ff53//+R7ly5cwdsiC8drKyskhJSeHq1atMnz6dnTt3UqRIEcaPH4+fn5+5wxME4T+cPXuWgQMHsmjRIgYMGGDucN5Ihw4don379sTHx1OoUCGsrKx4//33qV69+iPz+vn5UaRIEb777jt8fX0BcHNzw83NjW3btpGQkEDnzp0ZMWIEYWFhJCcnM3/+fPz8/ChUqBD9+vXDwcGBsWPHUqFCBQoWLEiTJk0oW7YsN2/exM3Nje3bt+Pm5oaPjw9ly5Zl165dr/qQCMIb452sinz8+HEmTpyIVqulTp06fPTRR8oXkvD6CgsL4+jRowQFBeHv78+9e/dwc3Mjf/781KxZkxIlSuDt7Y2Pjw9ubm7mDlcQXmsPHjzg4MGDLF68mLCwMAoXLsxHH31ErVq1KFasGNbW1uYOUXiLiKrIr1Z0dDT169fnyJEjeHl5mTucN4qvry+XLl16onl79OjB8uXL2bZtG/369SMxMfElRycIwr956wu2qamp+Pn5sWDBAvbv388ff/zBxx9/bO6whP+n1+vJysoiPT2dqKgo/P392blzJ3v37iUzM5OSJUvSuXNnatSowfvvvy/aNQvCU5BlmeTkZFJSUlizZg0zZswgISGBAQMGMG7cOPLly2fuEIV3hCjYmsdvv/2Gm5sbvXv3Nncob4SjR48ybdo00Y5VEN5Qb23BduPGjcyYMYMHDx7wyy+/UK1aNQoXLmzusAQMQ+GcOXOGv//+m+PHj6PT6ahfvz5NmjShRo0aFC1aFCcnJ2xsbNBo3vna8oLw1AIDA9m0aRPz5s0jf/78NGzYkC+//JL8+fPj6OgoHhAJr5xKpUKn04lOxczg+++/p169eqJn8icwcOBAatasSb9+/cwdiiAIz+CtKNjGxsZy/fp1Zs+eTVBQEB06dOCnn34yd1jvnOzsbCIiIoiJieHMmTMcPXqUsLAw7ty5Q7ly5ahSpQpt27alUaNG5g5VEN54Wq2Wq1evcvv2bdatW8eJEydwc3Pj008/5dNPPzV3eIJgQqVSkZ2djVqtNnco76Rdu3bRr18/oqOjzR3Ka61o0aLcuXPH3GEIgvCM3tiC7a5du5gyZQqpqanMnTuXYsWKiWp1r0hISAh//fUXp06d4vTp0xQvXpyyZcvy4YcfUrFiRezt7XF2dhY3MILwAs2bN4+1a9cSFBRE7dq1+fzzz6lWrRpOTk44ODiYOzxB+FeSJJGZmYmlpaW5Q3mnlS1bluDgYHOH8dr69ttv+fXXX80dhiAIz+iNKtjeuHGDXbt2sWHDBipWrEjHjh1p3ry5ucN6a0VGRnLmzBnOnDnD9evXefDgAVlZWfj4+FC7dm18fX2pVasWNjY25g5VEN4q8fHx7Nmzh61btxISEoJaraZNmzbUrVuX9957z9zhCcJTkyQJvV4vqiK/BgoXLsy5c+fw8PAwdyivlcTERM6cOUOzZs3MHYogCM/otS/Y+vn58c0335Camsrx48dxcnIS7cNesMjISObOncvcuXOJj4+nbt26DBw4kBYtWuDm5oZKpRI3I4LwksTGxjJ58mRWr16NVqvlu+++o0uXLnh5eYlrT3jj1atXj9OnT6PT6bCyskKn0xERESEKVWY2cOBABg0aJEaEyOXAgQPUrl0bOzs7c4ciCMIzeu0Ktnfv3uWHH37g8uXLtGnThvHjx4sbu+cUHR2Nn58fwcHB+Pv7k5aWhl6vp379+jRv3pyKFSvi4uJi7jAF4a12/vx5tm/fTkBAADExMZQuXZoaNWrQpUsX8ufPb+7wBOGlyM7ONql+XK5cOS5fvmzGiASj33//nbJly4oM5f+rVq0a586dM3cYgiA8h9eiYKvX64mIiGDWrFksWbKEI0eOiKeIzygzM5OMjAyuXbvGvHnzOHLkCHFxcfTp04dmzZrRrl07c4coCG+9jIwM0tPT8ff3Z/78+ezbt49SpUoxceJE2rZta+7wBOGVkWXZpJbV6tWr6d69uxkjEnJzd3dn5cqVtGzZ0tyhmJ2Tk5MYh1YQ3nBmLdj++uuvLFmyhObNmzN48GCKFy9urlDeSLGxsSxdupRNmzaRkpJCuXLlaNOmDUWKFKFChQoiCysIL8DcuXPZtGkT+/fvf+w8a9euZdGiRURERFC+fHnat29PiRIlqF69uugsR3jntWnThn/++QcwFHSF18uKFStwdHSkffv273QNuT/++INBgwaZOwxBEJ7DKy3Ypqens2zZMiZMmECvXr2YPn36q9r0G0un05Genk5UVBS//PILu3fvRqVSMXr0aDp06ECBAgXMHaIgvJV27NhhUsMhMzOTBw8eMG/ePHbt2sW1a9f43//+R9euXalXr54ZIxWE19u5c+eoXr06BQoUIDIy0tzhCHlYvXo1xYsXp1atWuYOxSzmzJnD4MGDzR2GIAjP6ZUVbDdu3Ej//v3ZsGEDtWrVwtnZ+VVs9o2l1WoZP348c+fOxcXFhf79+9O3b18cHBzEsROEl2zAgAEsXrxY+b9KpcLHx4devXrRp08fHB0dxfBigvAUJEli9uzZfPnll+YORXiMokWLcvDgQYoWLWruUF65GjVqcObMGXOHIQjCc3ppBdv09HSOHTvGwIEDGT58OJ999tnL2MwbLysrizt37rBt2zYOHDjArVu3GDBgAJ07d6ZkyZKAYdw5V1dXM0cqCG+/sLAwwsLC8nzP3d1duSaFV0+SJLy9vVm1atUTzV+3bt13ulrl6+bUqVNUr14djUZj7lCE/5ecnExQUJDJtM8++4wff/zxnXpwp9Pp6NChAzt27DB3KIIgPKeX8gvj7+9P7dq1GTFiBDdv3nwZm3jj6XQ6hg8fzsyZM6lWrRp//vkn3377LZIkPXIzlp6eLjp9EoRXwPicLzY2loCAAG7evEloaCgqlQp7e3txHZqRra0t8+fPf+L5a9SoIZpqvEZq166Nu7u7ucMQclm7du0j0xYsWECJEiXeqXu3rVu38sEHH5g7DEEQXoAXVrA9ceIEY8aMwd7enhUrVqDX61/Uqt94d+7cYdWqVfj7+xMbG8sHH3xA48aNmTFjBjNmzHiidYjMgyC8fMbrzN3dnRYtWtCiRQskSUKtViNJEtnZ2WaO8N31tN+BYgzg14sYt/b187jr4+LFi/Tp04dly5a94ojMo2fPnoSHh5s7DEEQXgDVf8/y73r16oWtrS2VK1fm8OHD7Nix453vjVev1/PNN98gSRLNmzfH1taWsWPHsm3bNo4fP87QoUOpXLmyucMU3mEqlYqgoCBGjx7N/fv3RQHgX8iyjFarFYVaQXgBJEnixo0bjBo1SnzvvKZsbGwYMWIEdevWNXcor0TPnj1xc3MzdxiCILwAz1ywPXDgACVLlqR3796kpaVha2v7IuN642RmZjJ8+HBKlSpFx44dadGiBVlZWezbt4/8+fOLH3DhtRIbG8vq1auZPn06jo6OYggOQRBeCVmWKV26NI6OjuYORfgX5cuXp0yZMuYO46WLiIhgwoQJ5g5DEIQX5KkKtpmZmXTv3p2OHTvSuHFjbty48U4O6q3T6QgPD2fKlCnY2try+eefExoayrRp07h+/Trbtm2jVatWWFhYmDtUQchTVFQUkiQRFxdHRkYGSUlJpKamKoPTp6enk5SUpGQpExMTlXnS0tKQJMnkfUBZT0ZGhln2SRAE80lNTSU5OdnkIVlycvIj05KSkkhKSjKZlpmZKb47XkN//fUXhQoVMncYL9W4cePe+n0UhHfJExdsS5Qowe+//86aNWvYsmULKtVz12J+o4SFhdGhQwdKly7N2LFjSU9PZ9SoUaSlpTF//nzRW6rwRnFxcUGSJFxdXXFzc2Pq1KlYW1sTExNDamoqMTExODg4MH/+fCwsLJR5bG1t2bBhA3/88Qeurq788MMPSJJEREQE+/fvx8XFhTNnzrBixQpz76IgCK+ARqNh9OjRJCQkYG9vz5o1a7CysmL8+PHY29tja2vLuHHjkGWZSZMmYWdnh52dHcnJyQBERkayb98+XFxcOHfuHA8ePDDzHgm5XblyhQULFpg7jJfm+vXr5g5BEIQX6Ik7j3qXesgziouLY+fOnWzcuJE7d+4wc+ZMmjZtau6wBOG5ZWdnI8uy8len06FWqylZsiQqlYrY2FiuXbtGgQIFSEpKwtraGp1OhyRJFCxYkKioKLRaLVZWVkiSxMWLFylWrBiXLl3CxsaGy5cvo1KpRCdygvCW02g0qFQqvL290Wq19O3bF71eT1ZWltLxmoODA7Isk5qailqtBsDa2hrA5LvD2tqa69evv1NDzbzuHB0dGTZsGG3btsXLy8vc4bxw72KtQ0F4m71badcnsG3bNhwdHalWrRo3b96ka9eubN26laCgIFGoFd4JFy5cwMnJiYoVK+Lh4fFI4VSWZaXGhrHtuKenJx4eHlSoUIFq1apRuHBhUagVhHeAXq9Hp9ORkZGBWq1m9erVyli1FhYWSJJEfHy88l1hLAgbqx17enri7u5O+fLlqVq1KgULFjTbvgh5S05OplGjRo99PzMzky5dunD58uVHxsV9nLFjx1KrVq0838vIyKBEiRIcPHjwP9dz//79x67nv2zYsIFx48Y907KCILye3umR0vV6PdeuXeOPP/5gz549tG3blpkzZ5KUlGTu0AThpVGpVPz999+UKFGCw4cPExQURMmSJVmxYgW9e/emcuXKrFq1CkmSKFWqFKtXryY9PZ2SJUsSGBjIjRs3UKlU3Lt3D09PT2bPns2QIUM4efIkGzdupFSpUnz55ZeiYCsI74CsrCymTJnC5s2bSUlJ4eOPPyY9PZ3p06czf/589Ho9P/74I5IkMWXKFP744w8cHByoUaMGO3fupH379pw6dYqNGzdSunRpmjVrJr47XkP79+/n9OnTeRYir1+/zuzZs58qo1uwYMHHNmmztrbG1tb2iZq8ubu7P1PTuOzsbLp16yY6ThSEt8w7W7DdunUrnTp1olq1auzdu5fff/9d9FwsvBP0ej1Dhw5V/v/wk3i9Xk/37t2V/1etWtXk/UqVKimvBwwYAIBWq6VGjRrUqFFDWYcgCO+OTp06ASgFBa1Wy//+979H5vvss89M/q/VaqlevTrVq1cHxHfH68rb25sSJUrkOexZxYoVAXB2diY+Pv6R9yMjIylWrBhr1qzhq6++onXr1ia/IwAVKlQgOTmZFStW0KBBA8DQHMzW1pa5c+fSt29fAKpUqcK1a9c4efLkI+sIDg6mRo0aDBgwgBkzZvxrgffUqVP06NHjqY6BIAivv3emYHv8+HEmTZqETqejQ4cODB48WPyACoIgCIIgPIEbN24QFBSkFGSNzpw5g7OzMyVKlHhkmYiICAoVKqQ88OjcuTN//vknf/zxhzKPnZ0dqampANSpU4fdu3cDhirJaWlptG3blt27dzNlyhQCAgIAKFmyJDdu3DDZVuPGjbl79y56vZ6QkBCKFi362H359ttv8ff3f4ajIAjC6+ytLthu3LiRrl278vPPP/Ptt98qX5ZvC5VKxcKFCwkLC6NgwYJ07doVFxcX5f2pU6fy9ddfY2Njw8SJE5VhWqZMmUJKSgoTJ07ExcWFESNGvJBs9dy5cxkyZAhZWVnIssyiRYsICQmhdu3atGvXDkmSGD9+PFlZWYDhyfzUqVORZZkbN26wbNky6tSpQ5s2bZR1Tps2jXz58tGrVy8sLCxQq9Xs2LGD06dP07t3b4oXL86sWbP4+uuvlWUkScLPz49q1aphY2Pz1PuxbNkyrl27hl6vx9HRkR49elCsWLFnehCiUqmYM2eOclz27t3L4cOHKVasGJ9//jlarfap15mbhYUF3377LQMHDiQ9PR0fHx8cHByYNm0a0dHRyucqyzKVK1emd+/eeT5xfxrW1tZMmjSJESNGPFM1LmPM1tbWL238wPDwcObMmcPnn3+Oj4/PI+/LsszixYu5c+cOzZo1o1mzZuh0OhISEli5ciUpKSmMHDkSSZLYt28fhw4dUpZt1aoV7733HhkZGUyZMgVnZ2e++eYb9Ho9kiSxZs0abt26RZ8+fShRogSrVq2iW7du6HQ6rl+/zj///ENmZiaDBw/Gzs4uz2vFeFwPHTrEwYMHmTRpkrL9tLQ0VqxYQVJSEkOHDsXa2prhw4crn7Ver2fGjBlkZWWxdetWzp07R6NGjWjSpAlguD6WLFlCVFQU77//vpL1SExMZPr06cq2VCoVa9euVW5ku3Xrhkajeey2npUkSUyfPp3Y2FhlnWXKlFEyNK8rlUrFiBEjGDt2LA4ODk+1rCRJTJ06FScnJz7//HOT60iSpBdSPfLIkSPs2rWLmTNnkpmZ+dzre1I7d+7k5MmTfPzxx5QqVeqx82VnZzNlyhSsrKwYOXKkss87d+7k7NmzdO/eXVneeK01btyYxo0bo9fr0ev1bNiwgZs3bzJ69GglO+fn58e+ffvo2LGjUtvE+D1crlw5pYaKJEn89ddfhIeH07lzZ8qXLw9AdHQ0f/75J+XKlVOqqsbExLBgwQKcnZ3p2rUr+fPnR5ZlJkyYQHZ2Nnq9no8++ojKlSujUqkIDg4mMjKSxo0bK/ubmJjIxo0bCQsLo0qVKrz33nu4u7s/cj21atXKpBbNvHnzGDhwIBqNhmHDhin7qdfrlc/Wz8+P/fv306FDh0dq2LxIPj4+VKpUicDAwCde5kl+b9LS0pTXJUqU4P79+4ChmjGAq6srUVFRjB49ml69etGyZcs8x0GOjo5Gq9VSunRpvv76a7766qvHbrNmzZpPvA+CILw53rrOo/bs2UOrVq1o2bIliYmJJCcnM2rUqLduTFmtVssvv/zChx9+yMSJE+natStTp041madWrVpERUUhyzKTJ0+mWLFi/Prrr+j1emxtbalXrx7ff//9C6uC3bx5c+Wp64ULF+jWrRtTpkxBrVZz7949ANzc3OjRowc9evSgSJEiyLKMtbU1GzduVMYFzsjIQKPRsHbtWgYPHkzTpk2ZM2cOYBhXLz4+nkmTJrF06VISEhKwsrIyicPGxgY/Pz9OnTr1TPvxySefKO3CRo0axeHDh1m8ePFj5w8NDX3sjb0syybHpU2bNuj1er766qvnLtSC4abBOJRG4cKFiYqKAgw3gr/99hs1a9akRYsWzJw584UN0ZWdnW1S0E9PT1eeoj9NzC9T4cKFleOSl6ioKOWauXTpEps3b1Ye+nz00UcMHz6cyZMnK8v37t2bHj160K1bN+XG8ddff+WHH35gwIABbN68GTBUufP19WXkyJH8+eefSJLE2bNnyc7ORpIkdu7cyaBBg/j222+ZPHkykiQRGBhI165dmTJlChqNhujoaAAOHjz4SCHHwsKC3377jV69evHVV19x8+ZNJEmiQIECynXl6OiIVqslOjoaS0tLJk6cSFxcHHq9Ho1Go9z0Dx8+nDVr1qBSqTh48CBXr141eXiTlpZG3bp1mTJlCm5ubkrfA3lt63k5ODjQp08fevToQbVq1WjWrNlzr/NJPetvg/E6fhbGoW90Ot0j702YMOGR77R/Y2VlxcqVKx/5Hm/SpAn16tV7KU1stmzZkudxS09Px87OjilTprBp06Z/3Y+5c+cyduxYvv76a5YvX26y/Pjx45XlLS0tmTFjBj/88AP3799XrrUlS5ZQrlw55VqztLREkiSio6P58ccf8ff3x9LSEjB0EpSenq5sW6VSceHCBerUqcPo0aPZvn07FhYWaLVafvvtN77//nscHR359ddfsbS0ZN26dYwdO5aPPvqImTNnKuutWrUqPXr0oGfPnkp2cMOGDY9872i1WlavXq38Xru6uiq/1wUKFFC+X5ycnKhWrRoAarWaOXPmmKzLx8dH2Z5arVa+V6Kiopg4caLJPr8sjRs3ZuXKlSbTnJ2dTR6q5+bp6Ym9vT0ZGRlMnjxZmW5vb690MjZu3DiOHz9OcHAwK1eupESJEmg0Gn744QcAVq9ezZgxY7h79y6+vr5oNBouXryorMu4Ho1Gg0ajoU2bNly6dOmx+3Dt2jVl3YIgvF3e+IJtcnIy06ZNw8PDg/79+9OyZUt2797Nnj17+N///oe9vb25Q3wpVqxYQaVKlbC3t0ev1+Pi4sLMmTOV9yVJokaNGsoPkHFYl9wFML1erzxNTU9PJykpyeR94zTjD2tCQgJ6vZ7k5GSSkpKQJInk5GRSU1PR6/WULVuWLVu2AIZ2ME5OTmi1WsqVK4dWq0Wv1zNkyBB8fX3x9fUlf/78AJw4cYIPP/wQrVZLnTp1WL9+PZGRkQQGBmJvb0/hwoXR6XRYWlqi1+txcHBQ/i9JkslTcYD169fTvXt39uzZo/zgpaSkkJSUREZGBklJSeh0OvR6vbLPiYmJyr4bb9Szs7NRqVT0799fOaZ6vZ7U1FSSk5OVG8aoqCji4uJISEgAULaRmZmJLMuULVtWuRkz3sjm9RQ7LS3N5DOQJEn5DIw3ZcYhM4zHP/e6HB0dWblyJdnZ2YwaNYqMjAylx9LMzEy6detGdnY2KSkpJCcnK1mPpKQktFotiYmJ6PV6tFqtyfqN041x6HQ66tWrR3JysnJOlStXjszMTBITE9HpdMqxNp43iYmJSJJEQkICKSkpSsyyLJOUlKQcO+O2jQ8CjHGlp6crn1FiYqKyXG4pKSlKrMahjB6nYMGCyvlpYWGhDEciSRJOTk7KuQaG4SDKli1LhQoV2L59O46OjsiyrFSvc3Jy4uTJk1hbW7Nt2zbKlCmDpaUlPXv25OLFi9SqVYs7d+4gyzJDhw7FwsICCwsL5bqqXLkyzs7OyrViPEeaNGmCp6enSdyXL1+me/fuyLKMVqulTJkyZGdnM3ToUOW6eu+99wDYu3evkvmpW7cuGzduJDQ0lGPHjmFhYUFGRgY///wzer2eJk2a0LBhQ5NtWVtbU6hQIXQ6HTY2NsqN/8Pbyl0YNn4+er1e+dwePgeMDxyN57gsywwcOJDSpUtToUIFYmJiKFSo0GM/u+dl3Ob9+/eZPHkyEyZMUApp2dnZJCYmKucf5JyDxuFrAFJTU02+M4ySkpKUfXvYw+sxFkrS09OVZYzt343rNcaTO6NlXI8xC5uSksKlS5eU42uk0+mUf4mJicr1mNd3SEJCAlqtVrmGHo7b+D1vjPHq1askJyc/Mu+2bduoWbMmWq2WXr16cezYMeW7N/fx0Wg06HQ6VCqVMjyYra2tsrxKpVKW379/PwULFkSWZVq2bKlca2FhYZQtWxYLCwuioqK4fPkyO3fuVGpffPDBB+zcuRNJkujSpYtJgc/CwoI9e/ZQsmRJLCwsaNmyJUePHkWlUqFWq5FlGUdHR2XYosGDByNJEh4eHib76+7uTuHChSldujTOzs4AdOnShdKlS5vMt3LlSnr16qX8Xjdo0ICZM2cq11PZsmXx9fWlfv36ODk5AYbC3BdffKF8H2i1WgYNGqRce71791YeljVv3hxZlk32+WX57bffGD9+vMm0EiVK4Obmluf81tbW3Lp1C2tra7777jtlmKc+ffrg5+cHwMSJE6lXrx5ly5ZVvhfPnz/PsWPHAMO+N27cmJMnT+Lt7Q1gcu0Z12P87Z49ezZ//vnnY/ehWrVqj41XEIQ32xtZsA0LC6N+/fpUqlSJ/fv3M3z4cGJiYvjrr7/MHdorc+3aNYoUKWIyzXijEx8fz8GDB3FwcKBAgQLKD8njWFpacuDAAVxcXNiwYQOSJDFnzhz8/f1xdnZm9OjRZGVlkZ6ezu7du3FyciI8PJwNGzbg5uaGWq1m9uzZaLVaQkJClHEKjevet2+f0luicSzUqKgoOnbsCEBMTIzytNfKyoqoqCil2rSxsGFtba0UYiMiIjh9+jTe3t64ublRsWJFVq5ciVqtRqVSkZmZSalSpShVqpSSwfT09GTOnDmkpaWhVqv57rvvsLW1ZePGjaxatQpXV1cWLlzI3r17Hzk+er0eDw8PkpOTWbZsGSqVCmtra+WH08nJiXz58uHh4YEsyxw6dAgXFxd27NihFAZCQ0Mfe7MhSRLnz5/n6tWrODo6snHjRrRaLb///jtnzpzBxcWFCxcukJWVxbZt28jKysLe3p7p06ebHGudTvevn7dGo2HVqlXKj/+YMWOwtrZmy5YtbNq0CVdXV8aOHUtISAhWVlbs27cPgKtXrypxHD16lAcPHlCoUCHWrl2LJEm4ubnh5+eHra0tR44cITg4GBcXF7Zs2UJmZiaZmZncvn0bMNzYGm/cAGJjY4mOjlaO3e+//46dnR1JSUkcOHAAS0tL/vzzT7Kzs3FxccHCwoJZs2YREBCAi4sLM2bMAFD2y9XVlTFjxjxRFi41NRV/f39UKhW+vr4AvPfee2zZsoXdu3fTunVrNBqNUnDTarX07t1bKTgbH5oZ31er1dy/fx+VSoUsy7i6upKUlET79u35559/TLa9a9cuxo8fb5KNsbS0ZO/evf/as2hISAjbtm3D2tqaiIgIjh8/jlqtVq6r4OBg6tati16vp3Pnzqxfvx6Affv2ERcXx71798jIyMDCwoLk5GTGjBljcg49TKfTceHCBa5cuaKcVw9vKzdra2uuXbvGmTNncHV1xc/Pj/v372NhYUFAQACyLKNWq3FyckKWZUaOHIlKpVJu3hMSEvj000//87N7VikpKUybNo01a9YAhuzo2LFjyc7Oxs/PjxUrVuDm5oYsywQHB3P+/Hl+//13XF1d+fvvv1mxYgWXL18mICAAV1dXLl++DBiurdGjR+Ps7IyFhYVJ+0Egz/UAPHjwAK1WS3Z2NkuWLFGuRwsLCzIzM1m2bBlubm7cu3ePs2fPEhAQwJw5c3B1dWXPnj34+/srY77my5fvkUyhJEmcO3cOZ2dntm7dSmZmJtu3byczMxN7e3umTZuGWq3G2tqa9evXY29vT2RkpLK8Wq1m6tSpODg4EBsby61bt1Cr1ajVajw8PB4ZbzYyMlIpQLq4uPDgwQOcnZ1ZtGgRVlZW7NmzBzc3NyRJUpqJGGNWq9XK8rIsK8tHRkYq15qdnZ0yr3HYIOP/k5KSiIiIwNbWFjB8LxtrPzwsKyuLzp07c+LECdLS0ti7dy/JyclYWVlRtWpVTp48ycWLF2nZsqXJMf3zzz/5+uuvlYcTBQsWxNXVlVWrVinnVF6uXbv2SLMY4++18dy/evUq9erVQ6/Xc+/ePdq2bftILRvjw4DDhw9TunRpJEl64n1+kfz8/B47rE/Dhg2Vf7Vr1wZg+fLlvP/++9SuXZvTp0+/9Pj+TWZm5r8WegVBeLO9UQXbw4cP87///Y+2bdvy559/EhgYqPTE+K7x8PB4pPdB4828q6ur8gS3RYsWSjbs4YKVsYCj0+m4du0agYGBdOjQAVmWCQ8Pp0CBAly6dAlLS0vCwsLIzs6mVq1a6PV6ypUrR6VKlViyZAnR0dEMGzYMMDy5Nd4YqVQq5s2bx5dffmmybZVKxZo1a5Rqavb29kpGQqvV4uTkZJLRMmanAJYuXUrz5s2pXbs2lpaW7NixA61Wy6VLl8jKyiIrKwsHBwcuXLhAiRIlOHLkCJCTsc6fPz8ODg4UKVJEyTSXLl0anU5HxYoVOXv27CPH2piZtre3p2/fvkRERHD79m2io6OVDGd2drZys1O1alUuX76Mo6MjERERynF5XBtdSZLYvXs39erVAwxPk8+dO0d4eDjNmzdHp9NRv359LC0t6dixI/Hx8Vy/fp0HDx4oWRij3J/3wywsLLh48SKRkZFERkbi5OREWloaer2e8uXLI8sysizj6+uLvb290s7JmKHV6XTUqlWLkJAQZFnmzp07qFQqJTNqzA7VrFkTnU5H9erVuXfvHj4+Pqxfvx5LS0u2bdtmchzmzJlD6dKlycrKQq/XU7BgQa5du0ZqairHjh1T1mnMnkiSpPSiqlKplPiN+3Xx4kWcnJxMqh0+jp2dHTVr1qRatWosWbIEjUbD+fPn6dGjB23atGHTpk3KMQDDzamx0ClJknJjmrt9nL29vXLepqWlKQ9kUlJSlJtU4/Gys7NTllWpVMyfP/+Ra+Vh1tbWVK1aFQsLC0qWLMmRI0dMquHt2rVL+b+xtsOiRYto1KgRHh4eSrbYxsYGT09PJRP7OGq1mkqVKtGpUyf8/PyUQvDD2zIyXg9169Y1OV9cXFzYvXs3FhYWLF68GEmSkCSJ2bNnm5wPq1atUm7SXyZra2slM2f0zz//UL9+fbRaLfb29vj6+rJnzx4qV66MTqejWrVq3LhxgzNnztC0aVN0Op3SLlOj0SBJEpcuXeLOnTuEhYWZfI55rUelUuHo6IiDgwP58+fn2rVrSi0PMNRG8vb2JigoCK1Wy+nTp9mzZw+VKlVCp9PRuXNn6tatq5xPj6uhUKtWLWRZpnr16kRHR9OhQwcSEhKU75D09HSys7OVDoHKli2rLKvT6Rg6dCjXr18nPj6ekJAQ5YFjVlbWI9t0dHRUCmppaWnY29uj1Wrp378/33//Pc2bNzfJRoPp9ZPX8o6Ojsq1Zvwry7LygMm4rLW1NY6Ojsr6MzIy8myHaVy+ZMmSxMbGsmnTJvr27YuzszPHjx8nMjKSunXr0qlTJ+WBKRjabzZs2JACBQoo6/Hx8UGn09GoUSOuX7/+2GvXw8PD5FhJkvTIdffPP/8o59Hs2bMJDQ3l8uXLZGRkcOXKFWU+jUbDpUuXlAdoT7rPL1LBggWZN2/eI9NlWebIkSPKv1OnTiHLMsOGDeOff/7h1KlTj3Q89aodPnyYdu3amTUGQRBente+YDtq1ChcXFz46aefqFixIosXLyYwMJBy5cqZOzSz+uSTT9iyZQtWVlZIkoRarWbu3Lkm88iyTLFixdi0aRN6vZ5ixYopBUiVSsXdu3eVJ8Dffvst5cqVY/fu3ahUKiwtLfHy8sLX15dmzZop1YZzP0E+e/Ysffr0oUiRIgwbNgxJkqhXrx4LFizA0tKS+fPn88UXXyidORmXDQgIoEGDBkphtXHjxkqmNDw8nC5dulCkSBHs7OywtLRUxkw13hhotVpkWUan0ylVYxs2bMjt27e5cOEC77//Pr6+vjRp0sSkoGqsnirLMrGxscrTf2OnNffv31c6qzAyZlONNxajR4+mbNmyVKpUSbmxMt7MnDp1Cp1Ox82bNylbtize3t7KTXu9evXyHB/ZxsaGtLQ0JbssSRIxMTGULl0aS0tLQkJCALh79y5ZWVmMHDlS6cDDWBDNzfh550Wv1+Ps7EyFChWoUKECLVu2VAoRubN2ed2c3bt3D0mSiIuLw83NDZ1Ox/vvv//IzZkkSTx48ED56+LiQnp6OrVq1WLhwoX07NnT5IHF2LFj+eWXX5Tsi5WVFZUrV8bX1xcfHx/lnMkdkzHrl5txv3x9fU3263EOHjyoPFgxnku515/7mIGhJsHevXuV/ZUkicuXLyuZJ09PTzIyMmjWrBlZWVlYWFiwfft2KlSogCRJtG7dGrVazc2bN9m9ezedOnXi+vXrhIaGYmFhwfz58xk4cCCSJClVIvPSsGFDrl27phSWjQ9lALZv307Lli2VmHU6HS1atODTTz/l7t27dOrUiUqVKilV7HU6HRkZGXm28wQIDAxUsrTGqt/Gz+HhbUmSpGTqjOewSqUiNjYWNzc3srKyaN68OVu3bqVr167KNnMXajUajVK1+mWxt7dn+PDhdOrUifT0dH744QelbXOpUqUIDQ0FwNbWlgsXLlCyZEklA3b//n2sra3x8vJSamCkpKQo+6HX66lUqRIVKlSgePHiJudRXuuRZdnkgZ61tbVJm1QrKyulgF2hQgUKFy5ssp4zZ85w9OhRZFlWrp2wsLBH9jkhIQG1Wq1cj7m/Q3LL65yztrZm5syZlCtXjvLlyyvZeo1GozykyH0ttmvXTvmu2LVrl1IV/syZM/To0UPpKyE7O5t79+4pcRu/B43Lq1QqZfm2bdty5coV5cFB/vz5SU9PR6vVkpmZiYWFhVIw79ixI8HBwcp11L59+zzb2RsznV26dOHjjz/m77//pn79+mRkZJgMV2Q835OTk1GpVFSoUAErKyvS09MJCgpS+o64efOmUgshL5988glHjhxRfq/Pnz9vktW3srJSridZlvn5558pX748vr6+WFtbKzVKABYuXEibNm2U761OnTrluc9P0077aUmSxNWrV/Oc/iTTzGnw4MFP3dmbIAhvDkl+zUanjomJYdq0afz999988cUXSibwXebj48PAgQMfmW5pacnff/+tdFhjzPilpqYSEhKiFP5//fVXpeB5+PBhLl68iLOzMz179gRyMoahoaFUrFiRWrVqodFoOHz4MJcvX6Znz544OjoyY8YMLCwsqFu3LlWqVEGr1bJmzRosLCxo1aqVUg1v1qxZtGnThgMHDiix1qpViwoVKqDX6/n777/54IMPTG4CHjx4wPr1603GQlWpVKxYsQJXV1dat24NGLKOe/fuJTg4mNatW1OsWDFlPTNmzMDe3p5OnTrh7u5ORkYGq1atIisrixEjRjBmzBiaNWtGUFAQ7du3x93dnUWLFlGuXDkuXrzIe++9h6+vL1u3biUmJoa0tDTs7Ozo1KkT+fLlQ6vVEh4ezv79+3F3dyc8PBxbW1t69+7NwoULKVmyJI0aNWL79u2Eh4dTp04dTp48Sb9+/XBwcGDWrFnUrl2bCxcukJqaqmQ+PvnkE2xsbNi3bx+3bt2iQYMGlCtXTvkMrly5Qt26dfH19SUuLo6dO3dib29PXFwcGo2GhIQEJEmiXbt2FC1alF9//ZXhw4cTGxurdGQycOBA9Ho9arWa1atXk5WVRZs2bbCzs2P58uVkZGTQtm1bDh06hJWVFWlpaUp2KSsriypVqrB27VqKFy9Oo0aNlBunTZs2cfv2bdRqNYMGDWLTpk00b96ctWvXUrlyZWVsSoAdO3bQrl07VCoVv/76Kw4ODjRt2pT9+/crvQRHRUWxe/du7Ozs6NGjBzExMWzatInExERGjRrF3bt32bVrFzqdDk9PT6Uae7du3Vi9ejXx8fFKW2JjVelvvvnmkQ6OZFlmw4YNPHjwgOrVq1O/fn2ysrJISkrin3/+ITU11WQMzn379lG2bFmTtp+yLLNw4UKcnZ3p0aOHciN86NAh7t69S+fOnZXsiY2NDStWrCAtLc2kpkSnTp2Ij49X2oiBobfOihUrEhERwZYtW7C0tCR//vy0bdsWMDxk2LlzJ56ensoNLhgyPu3atVMKjSqVik2bNpGSkkLbtm2VNoCSJLFs2TIcHByUGi9RUVGsXbsWR0dH8ufPr9Tc2LJlCxEREZQoUYIWLVo8dluZmZkcOnSIVq1aceLECSpXrszSpUspX768cr5oNBrmz5+vjH0syzLLly+nb9++yLJMSEgIXl5ej2SBjWxtbZk3b55J9urfDB069JE2ynkxFowkSeLWrVvs3r2b4sWL06pVK+XYbNq0iYYNGypZ1x07dhASEkLLli3ZsWMHnTp1onDhwixcuBALCwv69OljckNvbH6Rez2LFi3Czc0NS0tLoqKiGDBgANnZ2SxbtoxPPvmErKwsbt++ze7duylYsCAffPABOp2OqKgoNm/eTKtWrZQCdGhoKPv27ePTTz9Vzq9z587h7+9Pt27dWL9+PdWrV6dGjRrEx8ezc+dObG1tiY+PR6VSkZCQgLW1Nd7e3rz//vsmx+f06dNcuHCB8uXLExgYSJUqVahRowaLFy+mefPmFC9e3GT+s2fP4u/vzwcffICnpycHDx7k0qVL9O/fn+XLl6NSqejXrx+WlpZKFeU+ffoo59KZM2cIDAykffv2SptW47VWr149KlasqBSwDx8+zJ07d+jfv7/ykCQ4OJgjR47QunVrpT2msWMirVZLw4YNlbaca9aswdrams6dOyufU3R0NJs3b8bHx4c2bdqgUqlYtWqV8hADoFevXlhZWXHy5EkCAgKUzzQrK4vjx48TEBCARqOhYcOGlCtXTql1tHv3biIiIujcubPJQ9T9+/fTsmVLk4dMsbGxrF69GhsbG/Lnz0/Hjh3R6/UcOnRIqTFgFBwczNGjR2nZsqXSC/zEiRP5/vvv/7WH7bVr1z5Vx3+5ZWdnc+LEiUfa5r/OunbtSteuXenWrZu5QxEE4SV5bQq2Op2OcePGMWvWLM6fP0+pUqVeuyd95vK4gu2T+ueff2jVqtUL6xX33xhvDj09PV9JlUIjWZaZNm0ao0aNyrPKr5WVFd9//z3jx483KeQsWrSI8uXLU6dOnZcanyRJjBkzhrFjx77047Jr1y7Kli2b5zA3z+L48eM0aNDgkeOqUqmYMWMGQ4YMUaZt3ryZ7t27m1SRNna6Zcz2votUKhXjxo1j4sSJL2Qol9fZiRMnqFev3iND2FhYWHDr1i0KFy78TOt9WQXb18XcuXP5/PPP+f333xkxYsQrHaJHeLtoNBqWLFlC7969/3W+5ynYApQrV+6Jr8fXQalSpbh+/bq5wxAE4SUya8H2wIEDLFmyhLCwMKZOnap0NCCYet6CrQBHjx4lLS0NV1dXZfy6tLQ0jhw5QnZ2tpKhEkzJssz27duV9tr/Ni7wjRs3lGqyLVu2VNqLnT59mqysLBo0aGCWY7xx40aTKtOurq40aNDglcfxLggNDeXChQvIskynTp3Q6/WoVCqCgoKIiYmhadOmz3wOvO0F26ysLI4cOfJIzQBBeBZPMh7y8xZse/fuzZQpU/61w7vXRUxMDHfu3KFWrVrmDkUQhJfolRdstVot9+7do0OHDri5uTF//nxl/Dchb6JgKwjCu+5tL9gKwqv2vAXb4OBg1q5d+0aMCTtkyBB+++03c4chCMJL9so6jzp37hxly5bl559/5v79+5w9e5Y9e/aIQq0gCILwRP5taCJBEF6tUqVKMW3aNHOH8UQCAwPNHYIgCK/AS8vYZmZmEhYWRvPmzWnfvj1Tp079z/FUhbwZB7EXnp2xvbYsy2RkZDzSXvRVtgd+FpIkKT3YWllZvfM3+MbeZG1tbZ+oyt2rZIzNyNhj8MNDWAlPR5ZlPDw80Gq1xMbG4uDgQJ06dahbty7/1959x0VxrY8f/+wuu/SOVAELIlZExYaKXWOJMXaNLTGWJCYmxnRvrkm8aWoSo8YWa8TesVxjLIANC/aCShFEEKSzsGyZ3x/+dr4Sy01iWct5v16+1C0zz+zOzsxzzpnzhISEEB4ejrW1NWq1GicnJ5ycnOSZw8XnLQh3MpepexDbt2+XJ3d8Un3yySf85z//sXQYgiA8Bo8ksV2zZg2vvvoqQ4cO5auvvsLV1fVhr+K5otVqxURa/4BGo0GlUlFaWsrq1avZtWsXGzduxNnZmfDwcAYNGiTXw30ctf/+KVtbWxYvXsw777wjz857r5ljnxe5ubn88MMPLFiwgAkTJjBp0qS/VLv2cSguLqa0tJTs7Gy2bt3K6tWrSUxMpFKlSgwdOpQWLVrIdRSNRuMDX1g+T8zlYQwGA2VlZWi1WoqLi8nIyOCPP/4gISGBc+fOyXWaa9asSYcOHWjXrh2NGjWSGxeMRqNcNkwQnleSJD2URt3Vq1c/0TMNV61aleTkZEuHIQjCY/DQEtstW7bwzjvvEB4ezqpVqx7GIgXhLyksLCQpKYmMjAy2b99OQkICKSkp1KlThz59+hAeHk6DBg0sHebfUlZWxuzZs1myZAlDhgwRZa/+hx9++IFZs2bRtm1b3nvvPWrVqmXpkO7rwIEDbN26lfj4eC5fvkz16tXx9vamZ8+eVK1aFU9PTwICAiwd5jPl8uXLxMbGcvjwYS5cuEBaWhpOTk54enri7+9PixYtCAgIwMfHBzc3N7y9vUWDoiD8BXXr1uXMmTOWDuOuateuzbp16574c4IgCA/HAyW269evZ8SIEYwZM4ZPPvkEZ2fnhxmbIFSQkpLCkiVL2LlzJwkJCTRr1owGDRowZMgQ/Pz8sLOzw8HBwdJhPpBPP/2UGTNmMG/ePPr06VNhNl/hr0lPT2fcuHHs3LmT3377Ta7V+jTQ6XQUFRVRUlLC3r172b59OwcPHqSgoICWLVvSqVMn+vbti4+Pj6VDfebodDp0Oh3FxcXodDqOHTvGrl27SE5OJjY2FicnJwICAnjxxRdp164dzZo1eywl1AThSde/f/8nskOjtLSUbdu20bt3b0uHIgjCY/KPEtvp06ezdu1aWrRowdSpUx9FXMJzTJIk4uPjSUxMZN++fSQlJVFWVkZAQACRkZHUrVv3mSvXsnnzZr744gsGDBjA2LFjsbe3t3RIT73S0lI++eQTDhw4QIsWLZg0aRJubm6WDusfKSoqYt++fSQmJhIfH09SUhIODg54eHhQv359wsPDady48XNbJ/hxSEtLIzU1lRMnTnDq1ClSUlLQ6XSoVCqcnJwICwsjLCyMwMBA6tat+9zfBy88P6KioujVq9cTNxfIm2++yaxZsywdhiAIj9FfTmzXr1/P66+/ztixY/nqq68edVzCc0Cv17No0SL27dtHVFQUXl5edOjQgREjRsj1Lp/loYBZWVnUqFGDf/3rX7z77rviQvgRO3/+PE2aNMHZ2ZmEhAQqVapk6ZAeGkmSuHLlCvv27WPZsmXs27cPtVrNgAEDGDhwIBEREU/0feTPCvPp9OjRo2zcuJGjR4+ya9cuFAoF9evXp1evXvTu3ZvatWtbOFJBeHgyMzMpLi4mKCjI0qHIJEnigw8+eGpmbRYE4eH4y4mtXq8XwyKFv+XGjRtcunSJ2NhYYmNj0Wq16HQ6IiIiqF27NpGRkVSrVs3SYT5WR48eZeLEiYSGhjJ69Ghx34+FpKWl8dFHH5GYmEjPnj3p378/NWrUsHRYj0xWVhbx8fEcPHiQpKQkUlNTsbW1xd3dnSZNmhAeHk6tWrXw8vKydKjPPKPRSFJSEvHx8XLve05ODlZWVri6utK0aVMaNmxIlSpVxPFBeGr07t2bdevWWToMWeXKlUlPT7d0GIIgPGaPrNyP8PwwmUyUlpZSXFzMvn37iI+PJyoqCq1WS926dRkzZgyvvPKKpcO0qLS0NNq2bYtSqSQxMdHS4Qi3+fXXX5k0aRKdO3dm6tSpODs7PzezThcWFrJhwwbmz5/PmTNnUKlUdO7cmfr169OnTx/c3NywsbF54sthPSsMBgMbN25k/fr1nDlzhgsXLlC3bl1CQ0Pp3r07ERER2NjYYG9vLxqahSeKnZ3dHaXOLGXt2rXs2LGDBQsWWDoUQRAeM5HYCn/Lli1bOHz4MP/973+5efMmtWvXpnnz5tSvX5+aNWsSFBQkJlT5/1JSUujevTseHh7MmjWLOnXqWDok4X84efIk27ZtY+HChYwfP54333zT0iFZzI0bN0hOTiYrK4tdu3Zx6tQpMjIysLW1pU2bNoSFhdG5c2cxkdVjUl5eTmpqKjdu3ODMmTPExMRw/fp1kpKScHd3p1WrVrzwwgs0aNBA9LwLj1379u2ZNGkSbdq0sXQodOnShR07dlg6DEEQLEAktoJMp9Oh1WrJzc0lKiqKhIQEtm3bRvXq1WnRogVjxoyhUaNGlg7ziZaTk8Orr75KbGwsZ86cwc/Pz9IhCQ9g9+7d9OzZk3feeYfRo0fj7+9v6ZCeKGVlZWzYsIGDBw+yZs0aCgsLCQoKomPHjvTu3ZvAwEAcHBywsbFBo9FYOtznQklJCStWrGD16tUcP34cpVJJly5d5F54Jycn0QsvPHTHjh1j0aJFzJw506JxeHt7k5mZadEYBEGwHJHYPucOHz5MTEwMixcvJjU1lRo1atCvXz/69u2Lg4MDLi4u2NjYWDrMJ55er+fNN9/kwIED7Ny5E29vb9Fz/YwwGo1cvHiR2bNns27dOnbt2iV63++hrKyM0tJSCgoK5LJcu3btIi0tjWrVqtG3b19atGhB586dLR3qc6OoqIji4mJycnJYv349O3bs4NSpU7i4uNC3b19at27Nyy+/bOkwhWdA27Zt2bNnj8XWX1hYyOLFi3n77bctFoMgCJYlEttnmMlkIjMzkytXrnDw4EESEhI4ffo01tbW1K9fn/79+9OlSxdLh/nUunr1Klu3buXbb78lKiqKFi1aWDok4TEoKipi5syZLFq0iI8++ojWrVs/UbOBPg3OnDnDjh075NI5arUaX19f6tSpQ6tWrfDw8CAwMBBvb29Lh/pcuHDhAlu2bOHAgQNcvHgRLy8vvLy86NGjBzVr1sTb25vKlStbOsyH6lmfdd8SWrZsSVxcnEXWbTAYCAoKIiUlxSLrFwThySAS22fEvn37WLJkCRs2bMBoNNKjRw969+5NWFgYLi4uODs7ix7Eh2TmzJl8+eWX7Nu3jypVqoge7edYWVkZ2dnZvPHGG6SmpvLNN9/QtWtXS4f1VNNqtZSWllJUVMQff/zB8ePH2bVrF+np6bi4uNC9e3f69OlDeHg4Li4ulg73sapRowb//ve/GTlyJKWlpRWey8zM5JNPPmHhwoX/ePkGg4HIyEj2798P3Nq/CwsL0Wq1bN68mc2bN5OQkIBGo2HYsGG0b9+ejh07PtA2PQoGg4EOHTowbNgwfHx8KjTg5ufn4+npSXl5+QOt49KlS9SpU+eBl/MsmThxosXK6/j6+pKRkWGRdQuC8OQQie1TJj8/n7i4OGJiYrh48SL5+fnY2NgQEhJCy5YtiYyMxNPT09JhPpPMPbN9+/bls88+s3Q4whPmyJEjLF++nJiYGMaNG0evXr2eu8TrUdLpdCQnJ3P06FG5TE5RURFKpRIPDw8aNWokl8kJDg62dLiPhEKh4H6n7JEjRz7wTLCdOnVi586d931NWloaMTExnDx5kvj4eBQKBdbW1rRu3ZrmzZtTq1Yti/a2Z2dnExcXR69eve76/MOYwddkMuHg4PDEzAT8JFixYgUDBw587Os9ceIEpaWlNG/e/LGvWxCEJ4wkPJGuXr0qffbZZ5Krq6sESI0bN5bmzp0rXb58WTKZTJYO77mxY8cOSaFQSB9//LGlQxGeMidPnpQcHR2l4cOHSzdu3LB0OM8Fk8kkGY1Gac+ePdIbb7whNWzYUAIkNzc3qVu3btLixYul4uJiS4f5j7z77rsSIN3vtP3aa69JkiRJRqNRqlq1qmRjYyMlJCRIknTrs6lTp44UHBwsLV26VJIkSVqxYoVUtWpVKSIiQl5Gx44d5X9369ZNcnNzk37++ee/FevNmzeladOmSdWrV5cAKTQ0VJo/f76UkZHxt5bzT6SkpMifU79+/e76GltbW/nfw4cPl6ytraXx48fLj40fP15ydHSUevXqJT/Wq1cvydnZWf4sjEajvJyoqCjJy8tLatu27aPYpKfG9evXpZs3bz729TZu3Pixr1MQhCeT6LG1AEmSSExMJCYmhtjYWNLT09Hr9Tg4OBAZGUmrVq2oU6eO6O2xkBUrVvDNN9/QtGlTZs6cKWZzFR5YcnIyn376KWlpaXTv3p0PP/zQ0iE9t9LT00lOTubYsWOcOnWK1NRUTCYTarUaf39/6tevT2BgIPXr16datWqWDreCv9pje/vrgoKCuHz5Mra2tvLwZXPP2tq1a+nTpw8Ac+bMYcyYMXKPrclkYuzYscydO5dt27Y9lCH2BQUF7N69mxMnTrB//36MRiMajYZ27drRtm1bateujYODwwOvJysri0OHDtGzZ8+7Pm/usX377bf59NNP8fLyIj4+nvT0dG7evEmrVq0ICQlBr9ej1WpRq9XyLNL//ve/+eyzz1AqlXKPraOjI/Hx8dSqVYu8vDxcXV0feBueVl9//TUff/zxY1mXyWQiMDCQtLS0x7I+QRCefFaWDuBZV15eTlFREWlpaezatYsNGzZw/PhxvL29eeWVV5g8eTJVq1a1dJjPPUmS2L9/PxMmTKBmzZqcPHnS0iEJz5CqVasSFRUF3Eog7OzsmD9/Ph07dhS3DjxmlStXpnLlyrRq1eqO565cucKWLVtYt24do0ePpqCggKCgINq0aUPbtm0JDQ3FyckJOzs7bGxssLJ68k+h4eHhFBYWUlZWJj9mHi66c+dOJkyYQH5+PhMnTqzwPqVSib+/P66urowePfqhJLbOzs706tWrwhBhSZJYsGABo0aN4vLly4SEhDB48GA6duyIn58fTk5OqFSqB1733Zw7d06u+evk5MTBgwflW3sA1Go1zs7O6HQ6wsLCSEpKory8nDfffBN3d3d5OYcPH2b06NEUFxdz7NixRxLr0+KPP/54bIlt/fr1Wbly5WNZlyAITwfRY/uQ5OXlsXHjRqKiokhLS8PV1ZX69evTsmVLatWqRc2aNXF0dLR0mMKfbN68mX//+980b96cr7766rluaRceL6PRyOnTp5kyZQoZGRmMHj2aoUOHWjos4T7y8/NJTU0lIyODpKQkjhw5QlJSEhkZGbi4uNCiRQtq1qwp9z4+bP+rx/bNN99k1qxZDBw4kM8//5yQkBD5PZ9//jkdO3akcuXK1K5dG61Wi0qloqioiPj4eI4ePcr7779P9+7diY6Oxmg0sm3bNnr06EFAQABXr1596NtzP4WFhZw/f54DBw5w6NAhTp8+jZeXF82bN2fgwIHUq1fvnu/V6/XExsbSrl27uz5vb29PSUkJycnJTJgwgfXr19O9e3eWLFmCyWTi5ZdfJjY2ls8++4wPPviAQ4cOkZWVxZAhQwgPD2f//v1oNBq557dp06YcPnyY2NhYLl++zIgRIx7Vx/LEUyqVmEymR76eGTNmMGDAANEwKAhCBSKx/QeuXLnCpUuXSExMZM+ePRw7dgxXV1fat29Pv379aNKkiZiB+AmXmJjI+PHjcXR05PvvvycgIMDSIQnPsbNnz/Ldd99x4sQJvvzyS5o1ayYu2J4yqamp7Nmzh7Nnz7J//34yMjLw9PSkSpUq1K9fn+DgYAICAvDz88PV1fVvD7n96aef+P3337l69SqnTp264/l27dohSRKDBg3i9ddfp3///mRlZbFmzRoqVaoEwPDhwzGZTPKogXnz5rFy5UpeeuklVq9eTbt27Th06BAODg6sX7+eiRMncubMGYYPH06/fv0sXh7n9OnTxMbGsmzZMnJzcwkMDKRHjx5ERETg7+9PpUqVyMnJoXPnzjg4OLB8+fI7yhT99ttvrFixAp1Ox65du5gxYwbr1q1j+PDhckK6ePFilixZIn+WcOuzkySJLl268Ntvv3Hz5k3c3d159dVX0Wg0LFiwAC8vL+bNm/fYP5cniUqlwmg0PvL11KlTh7Nnzz7y9QiC8HQRie19rFu3jvnz53Ps2DFUKhUvvfQSrVq1IjIyEmdnZ2xtbZ+KoWjC/6lTpw4RERF89tlnIpkVnkhFRUVcvnyZ/v37U7t2bb799ltq1qxp6bCEByBJEuXl5ZSUlKDVasnLy2Pr1q0cOXKECxcukJycjI+PD40bN6Zz58507NgRf39/S4f9VNDr9eTl5ZGfn8/ChQtZtmwZJSUl9O7dm4kTJ8rDioXHw9zj/6gUFhZSqVIldDrdI1uHIAhPr+c2sS0uLiYxMZHMzEx+//13EhISSElJISQkhB49etCyZUtCQ0MtHabwgI4fP878+fM5fvw4kydPrlDPUBCeBvn5+fTv3x+9Xs/QoUPp27cv9vb2lg5LeIRycnK4ePEisbGx7Nu3j+vXr1NcXExgYCAeHh5EREQQFhaGq6sr3t7eODo6otFoLN6j+qTR6XQcOnSIhQsXcvbsWTw9PQkPD+eFF14gICAAX19fS4f4zJk+fTrvvffeI1t+lSpVSElJeWTLFwTh6fZcJbbx8fEsWrSI//73v6SkpNC9e3fatWvHmDFjsLGxsXR4wkMkSRJt2rTB2tqa5cuXy0PxBOFptmbNGvr160fXrl3ZsmWLuOXhOXXt2jV2797NuXPn5L+Li4upWrUqdevWpUWLFjRp0oSgoCAxMuVPLly4wLfffsumTZuwsrLi448/pm/fvncMWRb+mZ07d9KpU6dHsuzhw4czd+5crK2tH8nyBUF4+j1Tie3Ro0eJiYnh1KlTpKSkYDQaCQgIoHXr1tSsWZMWLVqI0i3PsNLSUsaOHUtWVhYjR46kd+/elg5JEB6Zw4cPM2nSJAoLC3n99dd57bXXLB2S8IQpKCggOTmZ5ORksrKySEpKIjk5mZycHCRJknt4FQoFlStXxs3NDT8/P/z8/HBzc8PHx4dKlSrh4OCAk5OThbfm0SksLCQ6OpqNGzeSmpqKra0tPXr0oHHjxkRGRlo6vKdKWVkZN27ceOgNKlFRUdSqVYuwsLCHulxBEJ4tT11iq9PpWLlyJQsXLiQmJgZvb2+GDRtGZGQkL7zwgqXDEyzg/fffZ9WqVaxYsYKWLVtaOhxBsIivv/6ayZMnM2zYMObOnWvpcIRnhFar5caNG1y6dInU1FQyMzNJSkriypUrZGdnc+3aNQoLCyu8x87ODh8fH7y8vLC3t8fb2xsvLy8cHBzw8PDAyckJd3d3PD09sbGxwcXFBQ8Pjydy5NTatWtZt24dK1eupGfPngwYMIABAwZYOqwnlslk4o8//qBjx44PbZnt27enR48ejB8//qEtUxCEZ9MTndgmJiayfv164uLiOHfuHMHBwfj5+fHiiy9SvXp1fHx8KtSSE54vvXv35sKFC0ydOlU0agjC/7d3714+//xzcnNzmTNnDhEREZYOSXhOlJWVUVpaSnl5OVqtlrKyMgwGA6WlpZSWlmIwGCgrK0Ov11NcXExeXh46nY6CggIKCgooLy+ntLQUnU4n/7u8vJyysjJ0Oh06nY6ysjLKysqwtbWVS+7Y2trKSXPlypVxcXHBz8+PypUr4+TkhK+v7wPPMm4uz3X58mVWr17NwYMHCQ4O5r333qNbt24P6RN8NkRFRTFo0KCHsqzs7GzmzJnDpEmTHsryBEF4tlkssTWZTBQWFlJaWsrhw4dZu3YtMTExFBUV0bVrV9q3b8/w4cPFPWSCrKysjJkzZ/LVV1/x3XffMWrUKEuHJAhPvE6dOhEfH8+cOXPo3r373y4zIwhPu4KCAlJSUsjIyODcuXOcP3+e9PR0zp8/T0FBAXq9Hjc3N2rXrk1AQAD16tWjYcOG+Pv7Y21tLSfQ9+pR3rp1K6tWrWL16tV06dKF/v3706FDB9zd3Z+baxi9Xn/HrV5jx45l9uzZf3tZffv2Zc2aNej1ejp37szu3bsfVpiCIDzjHkti+9///pcjR46wefNmiouLCQgIoHnz5rRq1QpfX1+Cg4Ofm4O/cG+FhYV3vY/r448/ZvXq1UyaNInhw4c//sAE4Rmg1+vZtGkTUVFR3LhxgxUrVoiSMoJwD1qtlqKiInJycigsLOTatWvEx8dz7do1rl69SlpaGk5OTgQHB9OqVStCQ0Np06aN/P5Tp06xY8cOYmNjuXjxIr1796ZXr140adLEchv1iH355Zf861//kv9/6tQp6tWr97eWERUVxeDBg2ndujXe3t6sWrXqYYcpCMIz7KEmttnZ2WRkZHD+/Hm2b99ORkYGly5domHDhkRERPDyyy9TtWrVh7U64RmyatUqjhw5wtSpUwEwGAzExcUxfvx4+vbty6effmrhCAXh2XHy5EmGDh2KWq3myy+/vGMov8lk4t133+Wnn36yUISC8OQrKiri8OHDxMbGcvLkSc6ePYu7uzve3t6EhoYSERGBv78/lSpVYs2aNURHR3Pz5k0iIiLo2LEjYWFheHl5WXozHprs7OwKQ77Lysr+1gzGRqMRjUaDyWRCqVQyePBgli5d+ihCFQThGfWPEtvjx48TGxvL3LlzSUlJISgoiD59+jB48GAcHR1xdHTE1tb2UcQrPIP69+/P6tWrAVi/fj1Dhw5l9uzZdO3aVdxDLQiPWFFREYsXL2bq1Kk0btyYdevWkZSURPXq1fH29ubo0aP4+flZOkxBeOqUlJRQVlZGYWEh69ev58iRI0RHR+Pk5ESDBg144YUXSElJYf369Xh6ejJlyhQ6dOhg6bAfiHmmbQ8PD7Kzs//WeydOnCg3bpu1b9+eXbt2PbT4BEF4tv3lxLZRo0YEBQUxaNAgevToIYYOCw+soKAAFxeXCo9FRkayd+9ei8QjCAJs2bKFvn37otPpgFsXqhMnTuTbb7+1cGSC8Ow5ceIER48eZcOGDWRmZiJJEgkJCXh7e9O9e3eGDRtGw4YNsbOzs3Sof8mZM2eoV68eL774Ips2bfpb7zUnxQADBw5kwYIFT812C4LwZHiiZ0UWnm3u7u7k5ube8bjYJQXBctLT0++491ahULBhwwZ69uxpoagE4fmRnZ3NrFmz2Lx5MwkJCQD4+vry66+/0qVLFwtHd3+SJKFUKomLi/tbM7InJCTQsGFDlEolR44coWHDho8wSkEQnlWPLLE9e/YsdevWfSLr0gmWZTQaMZlMuLi4oFQqUSqVFVpq8/PzLRfcE6qsrIzc3FxcXV3/52urVq1KZmbmY4hKeBaVl5ej0Wjk36VCoZB/p0VFRajVakuHKAjPDVdXVzIyMgCIj49n165dnD17lqioKLp27UrTpk3p2bMnoaGhd31/REQEGzZsqHDv63/+8x8WL178yG4Z02q12Nvb/+VGaoVCQWZmJsHBwWi1WvR6/T1fq1QqOXHihGgAFwThrqwe1YKVSiW1a9emWrVqj2oVgvDcuHnzZoXk/37c3NyoV6+eOPELgiA85ZKSkuR/N2nSRJ5Vefny5fLjW7dupXnz5uh0Ouzt7RkzZgxTpkwhMzOTAwcO4OXlVaH0jkaj4ZtvvnkqJ66ysbGhcePGlg5DEIQnlLhRVhAEQRAE4SnVrVs3tFotmZmZ/Prrr1y5cgWNRkPLli3l1/zyyy+iKoUgCM88kdgKstDQULZs2YLRaLR0KIIgPGdMJhPTp09ny5YtBAYGWjocQXjqVKpUib59+7Ju3TokSUKr1VZ4PiUlBYVCweXLl//yCKD70el09OvXj4kTJwJQXFx839eLSUcFQXjUxFFGkJ08eZIZM2ZYOgxBEJ5DwcHBfP/993Tt2pWUlBRLhyMIT72cnJw7HnN3d2fbtm1s27btgZdvbW3N5s2bsbK6dVfb/ebHsLGxoXfv3qIUpCAIj9Qju8dWsDxJkvDx8aF69epcuHBBPsnVqVMHNzc3zp49S15eHpIkUb9+faysrCq0qKpUKpo1a0Z6errc0isIgvCw2dvb06RJE4qKirC3t8fX15fLly8TGBiISqUiLi6Oxo0bo1ar2b9/P9bW1jRv3pxLly5RrVo1cnNzSU5OJiwsjMTERG7evInJZCIwMJCAgADi4+MpLy8XxzDhubJx40Y8PDyoWrUqvr6+8uMzZsx44PlP0tPTuXLlCs2aNQNuJbUXLlzAz88PhUKB0WgkNjYWT09PatWqxcmTJ9Hr9ezcuZNWrVo90LoFQRDuRfTYPsM+/PBD2rZtS1xcHO+99x5BQUGMGjUKrVZLbGws7777LiaTiSFDhmA0Gjlx4gQhISEANGjQgKioKGJjY/Hx8eGHH36w8NYIgvCsKikpIT4+nsOHD3Pp0iViYmJ47bXXOHDgAGfPnqVbt27Ex8ezf/9+1q9fT3l5OTExMYwcOZK4uDi6dOlC1apV2bdvH/PmzUOSJL777jtCQ0OJjY1l3bp14v5C4bnTs2dPIiIiKiS1cGvm8/Ly8n+83MLCQpYtW0abNm3Iy8vDysoKV1dXVCoVBoOB48eP88ILL9CuXTvs7e2ZM2cODRo0wN7e/okvVyQIwtNNJLbPsFatWrFjxw4UCgXvv/8+ly5d4sUXX+TcuXMoFAri4uJo2bIlnTp14vDhw0iSxIULFwBo2LAhJpOJMWPG0LRpU2rUqCHuvRUE4ZG5vfSXQqEgOTkZhUJBXl4e0dHRDB06lNGjR2NtbY3JZEKhUMgjSW7cuMGxY8cwGAyUlpYiSRJ16tTBz8+PMWPGUF5eTqNGjSy9iYLwTCgoKKB9+/ZIkkTVqlUxGo1IkiTPxH/kyBHc3d0xmUxUqVKFd955B5PJBCD/LQiC8CiIxPYZduLECblA+vTp06lXrx579+6lSpUqwK3k9eDBgxw4cIC6desiSRIBAQHArTrERqORuXPn8uuvv5Kbm4tKpbLUpgiC8Jy5vVxVdHQ0ixYtYs6cOZhMJvm52y+S/1zeKjk5mbi4OObNm8eaNWu4cuXK4wlcEJ5xjo6OHD58GLjVe/vna4N69eqRl5eHUqkkKyuLzz//HLhVw97e3p4tW7Y89pgFQXg+KKRHVOzy/Pnz9OnTR9SxtSCTyUStWrVo1qwZq1evlmdI7NChA/7+/uzatYv09HRMJhNdu3bF1taWc+fOERERwbx587CxsWHQoEFcvnyZuLg4MaOhBd28eZNt27bh4uLyP1/bqFEj/Pz8RB1b4anh6upKnz59MBgMrF27ln79+lFeXs7SpUtRKBRoNBr69+8vX0RnZGRQp04djEYjW7dupWvXrhiNRgoLC7GzsyM1NZW4uDjCwsJo0KABmzZtki+0BeFpkpSUxNmzZx/qMqdOnUq1atUeqI7t6dOnOXjwIN26dSM6OppOnTqxdetWFAoF48ePp7S0lF9//ZWwsDCaNm2KJEnExMRw/vx5xo4d+497bs11bMX5TRCEuxGJrSA8BURiKwiC8Px5UhNbSxGJrSAI9yOarwVBEARBEARBEISn2lNd7sfa2pq1a9fStm1bHBwc/tZ79Xo969atw97enh49elR4rlKlSmRnZ/+t5ZlMpsc6zO3FF1/k9ddfJzIyEicnpzueDwsL44svvuCVV16hoKDgoa//Xtvr6urKRx99hKurK2+88QYGg+Gey3jttddo3bo1W7ZsYe3atQC4ubnx/fffc+bMGX7++WcMBgNqtZpx48ZRr1493nvvPfLy8gDo06cP3bp1Iy4ujl9//RUAOzs7fvrpJ5RKJePGjZOHX4eEhPDtt9/ywgsvoNFogFtljz788EPKysp466235HIgX375JT4+PsTHx/PLL7/g6enJiBEjqFevHjt27GDlypWYTCaWLl2Kq6srAAcOHGDy5MloNJq7rkuhUPD2228TGhpKUVER0dHR7Nixg8aNG/PFF1/In8nly5cZO3YsNjY2D/oV/S3vv/8+X331ldwa/vnnn1NYWIhSqWTnzp0sWrToscbzZ2VlZWzbtg21Wk1+fj43btxg6tSpXL9+/Z7vud9vUqlU0rRpUw4ePPiX1u/s7IzBYKCkpOSuz5vrON5vf/87nJycWL58+T1/3wAvv/wyvXr1orS0lPfee48uXbrg5eXFrFmzGDJkCP369aNNmzY4Ojri4eHBzZs32bx5M1euXGH8+PHycpYtW8Yrr7xyz1I4bm5u3Lx5E4VC8ViOc5UqVeLnn39mxYoVbNq06ZGso7y8nB9//JEPPvgAgPXr16NWq9m2bRvr1q1j5syZWFtbo9VqKSoquu+xzPyZKBQKNm/eTEFBAa+88srfjmnq1KmsX7+eAwcOPNC2/dnSpUsZNGiQvI/a29vfcz+GR3cu+/Ny/8l59nadO3fmrbfeokOHDvetjWowGNi+fTtDhw7F1dWVn376ifbt22NnZ/eP1w2gVqsZPnw4kZGRHDhwgLlz52I0GrGysmLw4MG0bduWlStXsn37dnl4bsOGDYmKimLHjh3ycmxsbFizZg2dO3eWzxeWNmPGDPz9/Xn55ZcB+Prrrzly5AjOzs4sWLDgjv0jKytL7v1VKpWPZYIoX19f9Ho9JpMJo9Eo/z5NJhN6vV6e0OqvsLW1xc7ODnt7e9zc3FAqlTg7O+Ps7IxSqcTFxQU7OzvUajUuLi5YWVlhZ2eHo6MjSqUSV1dXNBoNdnZ2ODg4YGVlhZOTEwqFQp4UD5DvRf7zY3/+t/l9t//9538LgnB3T0RiW15e/o8O6DqdjrVr1/6jH7larWbgwIFyQnW7OXPm0KtXr798clepVPz4448VLhbvxXzAf9ALhw0bNlCzZs17bvvx48e5efPmfZfxTz93rVbLF198wVdffSVfLJnNmDGDcePGkZuby08//cS4cePueA3cSvRKS0sZNmwYn376KWVlZRiNRpYtW8bQoUOJjIzk+++/591332XKlCls2rSJ6dOns3z5cvm7qVGjBiNGjGDo0KFIkoRCoWDatGm8/vrrmEwmFi5cyMiRI1EqlVhZWVU42RqNRj777DMGDhyIyWRi/vz5vP7664SGhrJmzRpOnDjBv/71LxwdHenXrx+HDh3iu+++41//+hfvv/8+3333HdeuXeP999/HZDKh0+lQq9V3XRfABx98wLx58+TSCBs2bGDz5s0olUoGDRqEtbU1AJ6envK/H6eoqCgCAwPJysoiPj6ekpISXnrpJezt7Zk6depjb7j5MxsbGwYOHMh7773Hf/7zHzQaDUuWLKFXr153vajVarWsWrWKIUOG3HX/kySJZs2asX///r+0Xe+88w6XLl1ixYoVd33e398fpVL50CYoKiwsZN++fff8fZtMJtq2bSsnUMuXL2fcuHHMnj2bmTNnsnjxYmrUqCG/f+bMmQwYMIC5c+fSunXrCsuKiYlBpVLd9WJUkiSmTJnCsGHDUCqVLF26lFGjRj2UbbyX7OxsBgwYQPfu3R/ZOqysrAgKCsJoNKJSqeR9a8aMGVhZWfHmm2/SokULNm7cSHBwMF9++SUff/zxHcspLy/n+++/5/3338fa2prvvvuOESNG/KOY5s6dS48ePR56YhsVFYWtrS16vR64VQImKirqrq8tLy9n6tSpfPLJJw81BoD58+fzzTffkJycjCRJzJkzh5dffvkfX6Rv27aNGjVq/M/XWVlZyd9dUlISKSkp/2h9f+br60tWVhaDBw9m8uTJjB8/nmnTpvHZZ5+xaNEiFi1axNatW9m1axeOjo4cP36c6dOn8/PPP7N+/Xrs7OyQJIm5c+ei1WqfmGRFoVCQmJgo30ZmMBjo1KkTH3/8MdnZ2axcuZJBgwZVeP2gQYPYvXs3dnZ2jB8/nilTpjzyODMyMjAYDEiShMlkkieVM//bnPD++XHz7M0lJSUUFhZSUlJCdnY2Op2OvLw8ioqKKCoqori4mJycHAwGA1euXKG4uJjCwkJycnIoKiq6byOmQqGQk1tra2usra3RaDTY2NhgZWWFSqVCkiSsrKwwGAwYDAaUSiVarRadTofJZJI7JMyJrCRJ8rnKnOQCuLi4oNFosLW1xdXVFaVSiZOTk5yUu7q6Ym9vj0ajkRviXV1dcXR0lMs0qdVq7OzscHJykuMW8xEITyuLJLYmkwk7Ozs6depEt27dSExMZOrUqSgUCvz9/QkICCA7O5uLFy8Ct04gQUFBJCQkUFhYiEKhoFGjRtjY2FQ4GZh7m4qLizl+/PgdP0wfHx+CgoK4ceMG58+fR61WI0kSDRo0AODUqVM4Ojoyffp0+cATEBBAQEAAaWlpcmkJHx8fqlevTm5uLqdPn6Zt27Z4e3sTGRnJnj177lhveXk59erVo127doSHh/P+++9TVFREeHg4J0+epEGDBpw6dQqDwUCDBg2Ii4uTLzQbN26MnZ0dR48epaysDEmSaNKkiXzQkySJli1bUlpayrFjx2jdujU3b968454cHx8fqlWrRlZWFpcuXQJg8uTJ+Pj4sGXLFnbv3o1Op7sjdpPJRIMGDXBycuL48eOUlJTQqFEjAgICiIyMZN++fXLioNfrycvLIy8vD0mSCAoKonLlytSoUYPCwkKuXLlCgwYN2L17N+PHj2fVqlUALFiwgNGjR5OZmSm/9/Dhw0yYMIHCwkJCQkKYPHkykiRRUFBA7969cXFx4bfffgNg06ZNvPfee3z11Vc4OzvLF+hOTk6UlpZia2vL4cOHK+wrBoNBvsAxGo34+vpSXl5OQUGBfEJ3dnZGq9Uye/Zs4NbJpKSkhPz8fHk5fn5+qNVqDh48KH9n5tkib//+AwMDyc3NRaFQYDAYaN++Pfb29hw5cgSlUklRURG9e/dm/fr1j+wCx2AwULt2bdzc3Dh58iSlpaUYjUaUSiXJycnMnz+ft956S16/eV9IT0/H2tqa0NBQ9Hq9fKKOiYmhZs2aeHl5kZiYSFZWllxmxc3NjfPnz1O3bl0uXrxI1apVSUxMJCQkhPPnz6NQKAgKCiI/P58LFy5ga2tLWFgYFy9epHbt2hw5coRatWphbW3NgQMHKrRqKxQK9Ho9EyZMYOrUqXz22WfybzsjI4OkpCQaNWqEh4eHvI8qlUoaNWqEUqnk9OnTlJeXU716dUwmE46OjoSHh3PgwAGaNGlCeno6paWlBAQEcOrUKfR6Pbt37+bGjRs4OztTt25dDh06RLNmzTh06BB6vZ7AwEBOnDgh708tW7bEZDKRkJBAeXk5BoOBiIgIysrKOHPmDA4ODncsx9zD0KRJkzuScfNx8erVq6SlpckjEoxGI35+fhw4cICsrCwOHTokl8IxXwy1aNGCn3/+Wf7sJEmiadOm5OTkcPnyZbZt24anpyeZmZmYTCYiIiIwmUwcOXIEHx8fli1bhkajoXnz5lSqVInWrVuze/duVCoVDRo0wNramlOnTlFWVlYhXl9fX06fPk2jRo1ISUkhLS0NlUpFSEgIjo6OxMXFYWVlhSRJhIaG4uTkxIULF8jJyZG/ay8vL6pXr47BYODQoUPyueD48eNotVokSZL3wVOnTtGgQQMuXrxIRkYGERERSJLEoUOHgFsXgHXr1uXChQvcuHGDJUuWYDAYUKlU8ud1t56R5ORkatSoQWRkJDqdjoSEBFq0aIFerycjIwM/Pz/atGnDgQMH5N9OkyZNyMrKIjU1FQBvb2+qVavGzZs3OXfuHAEBAVStWpWCggIcHBw4ePAg586d4+2335Y/Q6VSSfPmzcnOzubSpUtIknTX5VSpUoUTJ07QsGFDYmJiAIiIiCA7O5vExER5Eq3Dhw8TERHB0aNHAWjdujX79++ncePGZGZmkpycTJ06dfD19aVt27bs3r0bk8lEs2bN0Gg0HDx4EFtbW8LDwzl48CDh4eHo9XqOHz9Oo0aNMJlMHDhwQG7Ya9SoESqVisuXL2M0GvH09CQ8PBwPDw8SExOZPn06CoWCyMhITCYTu3fvplOnThQUFHDs2DH5uz569Kj8Xd++b5qP8+bf78WLF8nNzcVoNFKjRg18fHw4ePDg/2yUU6lUNGvWjOvXr+Pt7U15eTnx8fG0bdtW/r6dnJyoWbMm+/btw2QyoVarSU1NJTU1FZPJhKurK/v370ev1+Pu7i6fl7t164ZSqWTMmDH8/PPPKJVKfvzxR/r27cvWrVtp1qwZQ4YMYeHChX/rWP6oaDQaPv74Y9555x35+kulUtGwYUOsrKy4dOkSwcHBFd6Tl5fHpEmTUCgUHD58mOTkZHbs2EH37t2RJIl9+/ZhNBpp3bo1BQUFHD16lLZt2xITE0NQUJB8Lm7dujUqlQqVSsXu3bvx8PCgVq1a9/zuQkJCqFKlCi4uLtSrV4+GDRvi6uqKr68vPj4+qNXqR/55PUwlJSWUlpaSl5dHaWkpxcXF5Ofno9Pp0Gq15ObmotPpKCwspLCwkLKyMvLy8igoKJB7qQsLCzEajVy/fh29Xi/3LGs0GjQajZxg29raYmNjg0ajkUcZmEwmVCqV3FCsVCpRq9WUlpZiZWUlH99NJhNlZWVoNBpKS0vR6XSoVCrKy8vla8jS0lKUSiV6vR6FQoHRaESn02E0GtHr9XLyXlZWhkKhQK1Wy50s1tbW8ndnbuQ3x69QKLC2tpYbB8wNBba2ttjb26NSqXByckKtVmNjY4ODgwNKpRKNRoNKpcLKyqrCMq2trZEkSV7nn19rfuz2TgsrK6sKPe7Ck+exJ7Y9evRg0KBBLFmyhP/+979s2rRJvoAICwvDy8uL7du3U6VKFSpVqsRrr71GWloay5cvZ/78+Wzbtg1/f382btzI1atX6dWrF3ArqZo7dy6jRo3C1taWyZMnM2nSJPkCMSAggJYtW7J8+XI8PT3p3bs3mzdvxtramhMnTuDr68umTZvo1q0bI0eO5NChQ9SrVw8/Pz+2bNkil80xXyiuWLECR0dHgoOD2bdvHyNGjLgjqS0vL2fOnDnodDqmTJnCvHnzmD17tnzxY76giIuLIzo6mokTJ7Jv3z4mT57MV199xffff88XX3xBcXExq1evpnv37nz77bfMmjWLwsJC6tati0KhYOfOnWzbto0+ffrg6OjISy+9xHvvvSfHERAQQKtWrVi6dCk1atSgefPmHDp0iClTpiBJEra2tnTv3p2+ffsyc+bMCj0GNWrU4OTJkwByr2Z8fDz5+fns2bOnQo+vyWSitLQUQN5GBwcHEhIS+PTTT5k2bRqnT58Gbl34ml9bUFCAj48PkiTJj+l0OgD5Yt88TFin0+Hh4YG3tzeFhYXArRNC5cqV5YOmed3m1tq7MQ8Ztra2pmHDhvLjOTk5DBgwgKysLDw9PdFqtfKBXqPRcOrUKX7//XcUCgXffvstxcXFGAwGtm7dSp8+fe5a9N5kMpGfn18hYTW31pv3F5PJRGhoKOvWrbtrvA/KZDKxdu1avvrqKw4dOsQ333zDhx9+yIsvvsiVK1c4f/48BoNBPhmaTCY2b94MwNatW9Hr9ezbt49NmzYxYMAA7O3t6devHxcvXiQmJoaRI0cSFRVFmzZtyMvLIzY2lpdeeom9e/eSn5/PqFGjSElJkZOZL774gk8//ZR69erh7e1NZmYmHTt2JDk5mZiYGLZu3SpfGI0cOfKuQ6GTkpLk/aZv377MmDGDjh07kpaWRnx8PAB79uxBrVYTGhrKkSNHUKvV8tDb6OhoPvzwQ6ZNm8a1a9fo3Lkz69evZ8mSJXz88cecPXuWRYsWMWjQIHx9fWnXrh1ffPEFI0aMQKVS8fvvv7N161ZeeuklEhISqFmzJvv372fbtm306NEDpVLJZ599xpQpU1i7di39+/fHysqKjRs30r17d3k5u3btIjo6mpdeeonPP/+c2bNnk5OTw+jRowHkhryNGzcyaNAgli5dKh/X/Pz8iIiI4MqVK2g0GpYvX05wcLDceKVQKNi9ezfR0dHs378fSZLw9fXl0KFDdO7cmXfeeYexY8fy888/88Ybb/Dbb78xcOBA7O3tGTBggDxC4o8//mDv3r189NFH7N27F5PJxCeffMKiRYvIy8tjyZIlvPTSS/I+fvXqVWbPns0777wjHx/XrVtHnz59WLFiBVqtltWrV9O/f38++ugjFi9ezMmTJ5kyZQoffPABNjY2SJLEkCFD2Lp1K2fPniUoKIju3bvz008/MW/ePN566y3q16+Pu7s7O3bsIDw8nLy8PNLS0ti6dSs9evRArVazatUqBg4cyA8//MDQoUP5+uuvmTlzJqtXr2bEiBH37L0cMmQIgwYNIj8/nwEDBuDu7s68efPo1q0bxcXFXLt2jaSkJLRaLX/88Yc8tNXW1pZDhw7xww8/8OOPPyJJEpGRkSxbtgxPT0/69evH6tWrmT17Ni+++CImk4kvvviCyZMns2XLFkwmE2FhYXzyySf07duXwMBAhg0bxq5du2jTpg1Lly69YzkTJkxg//79+Pv7M3v2bLp160ZQUBALFy5kxIgRDBs2jD179rB7926++eYb/v3vf8uNGHv37mXGjBm8/fbbnD59Wt4epVLJggULePPNN9Hr9URHR9OlSxfS09Pp0qULGzduxMPDg3feeYepU6diNBqZM2cOI0eO5IcffuCrr76iqKiIH3/8UW6EOXbsGJcuXUKpVPLqq68SFxfHuXPn6NChAyqViqKiIuLj4/n444/JzMxk6dKlREVFMWvWLF599VV53xw4cCDLly8HoEqVKsTFxcm/sQULFvDbb78RExNDdHQ0AwcOvO+x0Wg08vvvvzNnzhzeffdd3Nzc+M9//sPPP/8sf99Go5Hk5GSMRiO//PILn376KcXFxUiSRGBgII6Ojly7dk2u25qfn09ycjLR0dG8+uqr+Pn5yeeGmzdvUqlSJSRJIjg4+I6GUEuaMGEC//73v+8YeaJQKMjMzGTnzp0MHz68wnMuLi7MmjWLtm3b0qJFC1xdXeVZyrt06cKOHTvkRN/cSLl37166desmD9cODg6mZ8+ebNmyhRdffJHt27dz/fp1Fi9ezKuvvnrXWC9cuCD/23ztUV5eTmlpKQcOHOD8+fPExsZy9OhRUlNTsbOzIzw8nPr169OxY0ciIyMtMjrqXuzt7bG3t8fDw8Oicdze4317L7f5Wsz8992eLy8vp7CwkKKiIrlnu7i4mNzcXPR6Pbm5uXLSXlJSQl5eHiUlJZSUlJCVlVWhsd3cmG1OMh0dHVGr1VSqVAknJyecnJxwdHSU/7azs8PT0xOVSoWHhwf29vY4ODjIvdOOjo7y9sGthn6j0Sj/+/btMG+Xeaj79evX0el0lJSUyL31+fn58v5mblwoLi6W98OioiLKy8spKyuTny8pKaGgoACFQkFBQYHcUXf7EHRzQ+vtdd3NvfL29vY4OztjZWWFs7Oz3BPv5uYmP2/utXd2dsbNzQ1JknBxccHZ2Rm4dWuRra0tGo3mmU3OH3tie/nyZc6cOUOTJk04d+4ciYmJ8v2EDRs2ZP78+SiVSrk3rWXLlgwZMgSFQsGePXto0qQJ9erV49tvv8XOzk4+uJmHoo4dOxa9Xk/jxo0rDL+qWrUq27ZtQ6FQcPPmTcLDw9m8ebO8k9/eOmnWsGFDNBoNb7zxBra2tiQnJ5OTk8OOHTtQKBTy0BRz69KfdxKVSsWePXvo0KEDrVq14o8//kCn01XojTl//jzW1tYYDAaOHz8O3OpdBahduzbFxcUoFAr27t1LYGAg4eHhZGZmolKp5JhvT5ju1ttnbiR48803gVs92wcOHECpVKLT6ahRowYNGzbkxIkTpKenV3jvuXPnGDJkiDxcxdxadftQGDOlUil/l+Z7W3Q6HUVFRej1ej7//HO5R/D69evY2Nig1WpxdHTkxo0b5OTkyO83J8zmH7larZaHTpvvsXVwcKCgoAA7OzsyMzPlFjXzum/v5fszhULB4MGD6d+/PxkZGcCtg9ubb77J7NmzKSwsZNq0afTo0YNdu3ZRVlbGzJkzGTVqFEajEVtbW7nn1pxQBwcHc+bMmTvWZR4aZN5HATlhvr13dMmSJXeN9WGxt7fn0KFDODg4MH78eGxsbNi0aZN8AN20aRMODg6UlZWhVCpp166d3NprbrE0t8SWlpbSvXt3Fi5cKA+za9++PU2aNGHChAnY29vLF7DmhquUlBSsra0xGo0sX76cYcOG4ebmxtGjR8nIyEChUHD16lX596FQKCgvL6dSpUp33R7zyA6FQsGBAwcYM2YMzs7OXL9+XU5szes/cuQIw4cPx9HREY1GgyRJxMbGMnLkSPl7MfdkXb9+ndTUVBwcHOST4e2/K6VSyaFDh+ThZrefIMy9Q+b/T5o0CUdHR+zt7eUe/wsXLmBjYyMvB5CX06RJEyZNmoRGo5F/35IkkZOTw5gxY/Dw8KBatWpcvXoVuHVv27Jly+TkNS8vjw4dOsiJrTne25k/s+PHjzNu3DgUCgXVqlXDw8OD2bNnM23aNC5dusTChQvl39/ty1EqlRgMBlq1aiU32EiShJ+fHy+//DJKpZL58+djMBg4deqU3LhVtWpVli9fTo8ePfDw8MDBwQF7e3tat27NlClT0Gg0TJw4Ub7YbNKkCb6+vnz//fcolUrOnz+Pq6srY8aMQa1WExwcTL169Vi4cKE86iAgIABJklCpVPLxzs7ODpPJxNGjR/noo4/45ZdfSE1NRa1W07Jly3smtr/++itr1qxBqVRia2tLSkoKCQkJ2Nvb8+qrr951dAMg/0YyMjLw9PTExsaG7du3o1Qq5XNPVFRUhX3GvJ/t37+fOnXqEBYWRm5uLkqlkqtXrzJ//nzatGlzz+WcOXMGGxsbAgMDAeRt9/T0RJIkNBoNAQEB8rHOvE8fPnwYpVJJeno6Go1GPl+aY/P19WXkyJHye+zs7FAqlRw5ckQ+l/7yyy+MGDFCvv/QYDBQt25dioqKUCqVvPHGG/Jx/fbfhvmzS0tLY9CgQSxatIgRI0YQHx8vjwowl4Vp3rz5XfdNuFVzXalUyqOYfH19CQkJoU6dOgDUrVtXnmvhXpRKJWlpaSgUCtLT0wkNDSU5OZnjx4/j4OAgj+jQaDSMHj0aa2tr+biWnp7O/Pnz+fDDDxkwYIDci2beVi8vL7KysuRzmIuLCzk5OTRv3hxHR0fGjBmDk5MTb731FvPmzbPobL9nz57ll19+4ebNmxQUFHD27Fk++ugjJEnC3d2dKVOmMGLECBYuXCjvK/B/5/vbh/2aRyJNmzZNfp1er5eTXIVCgbe3t3x8z8zMRK/XM3HiREaNGkWnTp0YPXp0hfXci1KplBNDc69tZGQkY8aMkV+TmZnJ+fPnSU9PZ8+ePcyZM4ecnBxUKhWlpaXyflO/fn0qV65MzZo173nueZY9Kb2R5p5dnU5HcXExZWVl8h9zcml+3NxznJKSgsFg4NixY5SVlaHVaikuLkar1cpJs3lfvf13dvtj5j8KhQJHR0dsbGzke6ft7Oyws7PDxsZGvi/b1dUVf39/7OzssLW1lf84OzvLyab5uPlXmO8X1+l0lJWVyXN7mD8PrVaLXq+XPwuj0YhWq8VgMMgJtTkZN8+lYG48MOct5t5z8/O3b7P5N2w+r9/+uPmYfftnZ77uN18n2tnZoVAo5F50SZLk3ybcug61sbFBpVJhb28v99abe9zNownMz5t7zm1tbe8538ifPfbE9vz58/L9F15eXkybNg0/Pz+GDRvG2bNnadWqFfv375eTuxMnTtCqVSu2bNlCixYt2L9/P0VFRQQGBpKdnS0PG1UoFBQWFjJnzhz0ej0RERHyEAq4NZzSvBxra2u559A80YGfnx/wf605cOsgX1RUxNmzZ3FycqJKlSpotVpatmxJdHQ0VlZW1KxZkwsXLshDlEtLS+WER6VSsWHDBjZs2IAkSTRv3pxPP/2UsWPHygmkeX2370DmnSYlJUW+2IiIiGDatGmcO3cOV1dXiouLCQoKkrfdvJ3+/v539FKaa9XGxMRgZWUlT5a1atUqTp48yezZs5k0adJdv69p06Yxfvx47Ozs8PX1lR+3srKipKSEzp07yxfnarUaX19f1Go1xcXFZGZmkpKSglqtZu/evahUKgIDA+XenG7durFp0yYGDx7M999/j16vl+9Pq1u3LpmZmTg5OZGRkUFwcDDHjx/Hy8tL7tX84IMP+Omnn+jQoQPTp0/HwcGhwonVYDDcc1IRSZKYPHkyEydOxGAwUK9ePTQaDSUlJTg6OlJUVIS/vz/5+fkYDAamTp0q9zqYh05//fXX/Otf/8JkMqHRaO55f6VGoyEnJwdra2u553nFihUMHjxY7platmxZhQleHgXzkPjk5GTmzZvHuHHj5OH4APHx8TRo0ECeUMnBweG+k7Ls3buX0NBQkpKSCAkJITo6Go1GQ9OmTTlz5gz+/v53ndyppKSEYcOG8cEHH+Dj40NISIj83N0u6u712A8//EDfvn0BaN68OTNnziQkJERuFCkvL6e4uJhOnTrx5ptv0rt3b2xsbAgNDQUgPz+fXbt2yb+Xe91jejf3GglgPnkZDAasrKz48ccf+fjjj+XhyAqFgpCQEHlEwp+Xc/bsWdzc3CgqKpJ/32q1GmdnZ+bMmUOzZs3kYV/9+vVj48aNFRpzDAYDPXr0kHuz7rY95qGSNWrU4MaNG1hZWTF79mxeeuklevToIX+mUVFRDBky5I7tViqVVKlShWPHjrF06VJKS0u5evUqGRkZ8pBK8zGpRo0aXLt2jeDgYHbu3Mn69evlHrAePXrICba7u7t8ETxhwgRsbW05cuQIR44cYcuWLfTo0YPvv/+ezMxMZs6ciY+PDyqVisTERFq2bElcXBxeXl4VRkHMmjULlUpFUFCQ3Fi6detWvv76axISEli9ejWZmZn37LUxn2zNbG1t+f777xk1ahQTJ06UW/tVKhVarZYXX3yxwnBss4yMDFq1asW6detwcHDg9OnTFRpvbpefn8/SpUv59ttv6dy5MyaTCW9vbwYOHMjmzZtp2bLlXZdj/v6vXbsGwOzZs7GysiIsLAyVSsX8+fMZN27cHfcJm7fh9v3cysqK8PBwXF1dyc3NZc6cOfJrzCNqbn/9ypUr6dGjB+Xl5bRt21ZuZLCxsaGkpIT58+czevRodDodCoWCuXPnVhhybWNjw6JFi5g+fTrvvfceSqWSo0ePcuzYMWJiYkhNTcXW1pYPP/zwrvvmn4ca5+bmsnPnTlJTU5EkicuXL1c4d93u9omOzK9xd3fnypUr2NnZMXXqVEaNGoWnpyexsbHyfmAeSfLHH3+QnJxMpUqV0Ol0aDQaXFxcsLa2li8ab9y4wZw5cwgJCeHo0aOMGTOGCRMmYG1tLZ87GzduzMyZMy0+fNY8SufcuXMkJSXRo0cPkpKScHd3x8nJSR6Cei+SJGEwGFi2bBlVqlSRG6uMRiO5ubny/nr792W+5jE3YE+aNInff/8drVZLt27d2Lhx40PZNm9vb7y9vf/y69PT0/ntt984e/YsO3bs4OTJk0iSRP369YmMjKR27dp06dJFbkwyb4vwcKjVatRqNQ4ODri7u1s6nH8sLy+Pq1evUlxcTHZ2NkVFRRQWFlJcXExWVhY6nU5uSCouLubGjRvya/Lz8+96zIVbCaK5J9rcc+3h4SH3Zjs4OMhD8itVqnTHa1xdXSt05MH/3n8ttX/n5+f/rQa/J6KOrU6nky8u6tevT2hoKKdOneLkyZOYTCZq1apFs2bNiI6O5saNGyiVSl588UWcnZ05c+YM9erVY+XKlVhbW/Pyyy9TUFDAunXr7kgSatasSbNmzUhOTmbXrl2MGTOGwsJCebx/dHQ0CoVCHv5iMpnkeC5fvixPNFOzZk2aNm1KYmIiBw8eRKFQ0KBBAypXrsyWLVvu++WbT6IajYb+/fuj0+nYt28f7dq1w8rKiqKiIuzt7UlOTiYuLo6XX34ZV1dX1q9fL7fE9OnTh7y8PMrKyggMDGTlypV4e3vTqVMnDh06RHh4OMePHyc0NBR7e3vmzp1L7dq1CQ8PJyMjg127dqFSqSp87vdiMBgYNGgQarWaK1eu4Ofnx8qVK+nUqRO+vr4sWbKkwucsSRJt27bFzc2NNWvWIEkSo0aNIi4uDkmSaNy4MbGxsaSnpxMUFESzZs3YvXu33JMgSRKDBg3i7NmzJCQkyPethoWFUbt2baKiouTP1zw89NChQ1y+fFn+fPv3749CoWDlypVyj93rr79OQUGBnCAolUoCAgJo06YNV65cIS4uTm6V6ty5M97e3pw7d46jR48SEREh9wTBrd7WLVu2ULlyZRo3boxKpWLVqlXy5zBq1Kg71mU0GmnSpAm1atUiOzub6Oho+SLG0dGRqlWrcurUqXt+Dw+jjm15eTnt2rXD39+f5cuXo1QqqVatGvn5+dy8eRNJkpg/fz6ffvqpPGvowoUL5c+7Z8+e2NraEhMTQ0ZGBpIk0apVK6pXr87+/fu5fPkyJpOJDh06ULlyZc6ePcuVK1fQarX06dMHJycnZsyYISe/NWvW5PTp09SvX58jR47QoEEDCgoKOH36NM2bNychIYHw8HAUCgXLli3j9ddfR6vVYmVlRXZ2Nps3b5Y/w9atW+Pv78+pU6cICwvj119/xcPDg+7du7N06VIAXnnlFa5duya3BEZHR+Pi4kKVKlUIDw+X74+uX78+ubm5+Pr6UlJSwunTp2ncuDFGo5GdO3fSvn17bG1tOXHiBMHBwZSVleHp6YnBYODgwYOcPn2aoUOHYjQa5X2wvLycV155heLiYnbu3Im9vT0vvPBCheWUl5fLw3VtbGxISkqiSpUqrFixgo4dO+Lh4cGpU6do3Lgxq1evpmrVqoSHh6PVaomKipIvOAcNGsTp06epV68e5eXl8oiQ69evU716dVJTU/Hy8iIpKYmDBw+iVCopKytj8eLFjB8/nl69emEymVizZg0hISGEhYVhMpmIioqiRo0ahIaGsnr1ahQKBV27dsXJyYm9e/dy48aNCvvb2rVrGTx4MAMGDCAhIYFTp07h5OREhw4dKC0tlWcNjYqKomvXrnh6erJ27VpMJhODBg3CZDKxbds2OnbsiEqlYsGCBXTo0AF/f38uX75MSEiI3JNZo0YN/vjjD9zc3OT7os2Tyq1evRqTySTfhnHkyBFOnjyJRqOhZs2ajB49mvPnz1NSUkJ6ejoJCQn06dMHg8HAmjVrKiSrkiTx66+/8tprr8m/i+bNmxMUFMSSJUsYOXIkpaWlrF27ln79+qFWq5k/fz516tQhPDyctLQ0/vjjD4KDg2nSpAknTpygQYMGqFQq1q1bh06n4/PPP+fDDz/EycmJgQMHcvr0aRISElAoFAQHB991Oc7OzsydO1c+hg0ZMoTr16+ze/du4FZj0oIFC+S5BtLS0ggKCkKSJH777Tf69esnDw9v3bo1dnZ2/P777xiNRvr374+dnR3r168HYPDgwfKtP9bW1nh6evLCCy+Qnp6Ot7c3O3fuJDMzk169eqFQKNi6dSsGgwEbGxt69uzJnj17UCgUtG3bltzcXLZt24aVlRUNGzbk2LFj8jaEhITQvHlzeViqvb19hX0zMDCQiIgI+b4+hUJBTk4O27dvp3nz5oSEhMjnTfOEZwcOHKBBgwYUFxezceNGRowYwZIlS9DpdHzwwQfk5OTI3595no0FCxbw+uuvA7caAjp16kRsbCzl5eU0adKE2rVrc+LECQ4fPizfs9emTRv5/Gj+XdavX5+wsDC2bNlCbm4ucOv8OmrUKLRaLdbW1ixatOiOnp1HUce2V69eDB06FE9PzzueKysrk3vE3d3d6du3r5zAe3h40Ldv3wq33GRkZLBz507c3d15+eWXiY6OxsbGhvbt28vD2fV6PUOGDEGr1fLbb7+hVCqpVasWKSkp+Pv74+7uzqlTp4iMjMTLy4uVK1fi4eFB165d77j4VtvY8FHjxuz+7juYOPGhfi5/V0FBARkZGZw7d44LFy5w/fp1Lly4IN9T6ujoSN26dfH396dWrVqEhIRUSIQF4XEy9+6ae4N1Op3c211UVCT3fptvsbv9MfP93eb/m3vNdTrdPXu/zbe2lZeXy8PKzbOPazQaHB0d5VnEbWxscHJykhuUza9xdnbG2toaOzu7CrcN3s8Tkdg+KVq2bMn+/fuJioqiX79+dxxQBcFSHkZi+1dMmTKF6dOn/88Zte/FPBy8rKyMIUOGsH79ernF8UmkUqno3r0769evf2Z+7+YW2z/fVnA/JpOJcePGMWvWrIcSgyRJrFu3ji5duvztUmx/dz3mnsW2bdty8eJFMjMz//L71Wo1v/zyC6+++ur/HCrm5OREXl4eAwYMYM2aNQ8a+j1Vq1ZNbtl/WEwmE7169SI6OlrupRX+j1ar5cMPP5QnWYP/+74HDhxIVFTUIx1Ncz8PK7HNzMxkw4YNvPHGGyiVStatW/dUDrU1TxJqySHbf8euXbs4d+4c+/btIyYmhrKyMtzd3YmIiKBKlSq0bNmS2rVrV7igf1bORYJwNzk5ORQXF1NUVMTNmzfl+5dv3LiBVqslLy+P/Px8ecZy822fx44d+0vLF4ntbcyTtJw7d+5/3pMjCI/T40psH5R5lloXFxeSkpLIycl57DEIlufr64u3tzcqlYr4+PhHNoTJPPu6m5sb165dq3AP6cNWo0YNXF1d5fu3hWeDedZfuFUmz5z4Pynf94MkthMmTCA2NpYjR47Ijy1btoyEhARatmx51x7bJ91dE9vSUggMhD+NGnka6HQ6srOzKSgokHt8z549y9WrV0lJSaGkpAQfHx8aNWpErVq1aNGiBWFhYZYOWxCeWE9EHdsnhSRJ8gQygiD8fQrFrRqIwvMtIyNDTjIf5X05CoWCK1euPLT6wfdz+4RcwrPDaDRWSPzMnrbvOyUlhYKCArl8oYODA76+vrz66qt3JOeZmZlPTY/nX2Jre2dSW1p66/EnnLW1NZUrV6Zy5crUqVOHDh06/M/3HD16lPPnz7Nv3z62b98ud8RERERQtWpVIiMjadSoUYXJi+53b7QgPEv+cmLr5OSEn58fnTt3pn379oSGhhIQEHDf95hnDRQE4cH83d+R+N0JgiA82w4fPsyYMWPIysqSJ+r76KOPGDt2LM7OznKJj7sx1+R82vzlYbqtWsHPP0Pz5o82IAto3LgxjRs3rjCBWmlpKWVlZej1ehITE1m5ciWXL18mLi6O1NRUbGxsaNKkCXXq1OGFF16gZcuWcokyQXiW/OOhyDdv3uTQoUPs37+fxMREkpKSKC4uxsXFBS8vLzQajTzZhHmyFldXV5ydnbGxsZFLYJhnGPzzH+C+/xaE54nJZGLVqlUVZmm9l3feeYfk5OTHEJUgCMLjY24s//Of20tRmZWXl8uTHJWXl8ulZu5HrVbLjYK393CZJ4W6/fm/yjxDv7l0R3l5OVqtVi5HUlZWRnl5uTyRy5/L2zg4OFCvXj0SEhIqTGRmbW1Nhw4dGDhwIIMHD/5bMW3evJnZs2f/rffcj0KhYMeOHXTr1g2DwfDQlnsv9vb2j6zm+/Pi2rVrJCYmcvjwYQ4cOEBWVhZ5eXn4+vri7u5OtWrVaNq0Ka6urvj4+FC5cuW/XG5FECzpkd1jC/83K1Z5eblcvNlcFPnatWukpaWRlZVFRkYGOTk55Obmkp2dLd8snJWVJU8Dr1KpKhRsdnV1lRNld3d3rK2tcXFxwc3NTa4tZS5tYZ51y8XFBbVaLRduNpfREDfqC4Jgdq9SPmbmcl7/lF6vp7i4+IGWAch1/B4WvV4vlyh5Vpi/K0s3hj5JcTysGO61LIVCIdcuvxtzHfK7vS8/P1+uo2kymSgpKaGoqEiuZWmuv2gwGORrA3MiJUnSE7f/mifT02g0cn1LBwcHXF1dsbW1xc/PDysrK27evMmxY8dIS0uT31urVi26du3KxIkTycvL47vvvmPLli2sW7eO+vXr/6X5Fh6nn3/+mXHjxlk6jHv7+msIC4MuXSwdyVPD3NBSWlpKZmYmFy9eJCYmhvj4eC5cuIAkSXLN6C5dutCqVSu5dKYgWMojTWwfJnMrp/lHptVqKSkpobS0VC5efPs01eZ7DkpKSigrK5NPeuYix+bCxiUlJfKU1XcrQHz73+bn//z37a8xF2K2sbGRp6u2traWp6u2sbGR/5j/b2VlJRcqdnZ2xsnJSS5ubC76bOn6ds8788WTVqtFoVBQWlqKJEkVegLM+5y5MQduTQxx+3vN+8rtF2C3F8m+fdIy8+PmffZ2t79foVDccUFnbkQy0+v1FS40zT0H91qmebm3M5lMFRqBjEZjhaFsf/7/7TVFb3evx83PGY3Ge+7v5ovZe/lfvSnmz/9+M+CaC4zfi4ODwwMnB3+l5/1/USgUD3UomXmbzQXTn5JTw30pFAo0Gs0TMeTS2tra4o2oCoXivrWp/85ybGxsUKvVciJq7jlVKpWo1WpsbW3Jy8uT6zEWFBTIJSbMs2DePjOmOYnNycm5ox6wg4MDHh4e8nnS3t4eKysreV81x2EuG2E+95rjMJ9DVSoVNjY2aDQalEqlvDyVSoWjo6O8TFtbW1QqlXz+Nv/WNBqNXLLif82ifbvMzExOnjzJ1atXuXTpEidOnODixYtcvXqVatWqERoaStOmTalRowZ16tShZs2aAMTGxvLFF1/g5ORE7969GTRo0AN/d4/CiRMn8PPze/JnWb5xA57CCbOeVIWFhVy6dImrV69y8eJFLl68KNeP1mq1uLi4ULNmTerXr0/lypWpVauWKHckPHJPTWIrCIIgCIIgCIIgCHfz15scBUEQBEEQBEEQBOEJJBJbQRAEQRAEQRAE4akmEltBEARBEARBEAThqSYSW0EQBEEQBEEQBOGpJhJbQRAEQRAEQRAE4akmEltBEARBEARBEAThqSYSW0EQBEEQBEEQBOGpJhJbQRAEQRAEQRAE4akmEltBEARBEARBEAThqfb/ACKsMvA+oxyBAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def foo():\n",
    "    return inspect.currentframe()\n",
    "\n",
    "def bar():\n",
    "    return foo() # 返回 foo() 的帧对象\n",
    "\n",
    "f1 = bar()\n",
    "from objgraph import show_refs\n",
    "show_refs(f1)\n",
    "show_graph(\"figs/call_stack.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Graph written to C:\\Users\\27008\\AppData\\Local\\Temp\\objgraph-9ysu_b5i.dot (39 nodes)\n",
      "Graph viewer (xdot) and image renderer (dot) not found, not doing anything else\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#### 生成器函数\n",
    "###### 生成器函数仍然是函数对象，当然也包括代码对象。\n",
    "import inspect\n",
    "def gen_foo():\n",
    "    for _ in range(3):\n",
    "        yield inspect.currentframe()\n",
    "\n",
    "show_refs(gen_foo)\n",
    "show_graph(\"figs/generate_function.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Graph written to C:\\Users\\27008\\AppData\\Local\\Temp\\objgraph-i6k7wlx_.dot (23 nodes)\n",
      "Graph viewer (xdot) and image renderer (dot) not found, not doing anything else\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##### 调用生成器函数不会立即运行函数代码，而是返回一个生成器对象。\n",
    "gf = gen_foo()\n",
    "show_refs(gf)\n",
    "show_graph(\"figs/generate_object.png\")\n",
    "# 如下图所示，生成器自带 frame 属性，保存生成器函数的帧对象。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n",
      "True\n",
      "True\n",
      "True\n"
     ]
    }
   ],
   "source": [
    "# 每次使用next()驱动生成器运行时，都会更新这个帧对象(gi_frame)，保存当前的运行状态。\n",
    "gf = gen_foo()\n",
    "\n",
    "# 存为变量，不然迭代结束后，frame会变成None\n",
    "gi_frame = gf.gi_frame\n",
    "\n",
    "frames = list(gf)\n",
    "\n",
    "print(gf.gi_frame)\n",
    "\n",
    "for f in frames:\n",
    "    print(f is gi_frame)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### 总结\n",
    ">- 生成器函数并不直接运行，而是借助于生成器对象来间接运行\n",
    ">- 创建生成器对象的同时创建了帧对象，并且由生成器对象保持引用\n",
    ">- 每次使用 next () 调用生成器时，就是将生成器引用的帧对象入栈\n",
    ">- 当 next () 返回时，也就是代码遇到 yield 暂停的时候，就是将帧出栈\n",
    ">- 直到迭代结束，帧最后一次出栈，并且被销毁"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 同步和异步\n",
    "##### 普通函数：\n",
    ">- 调用函数：构建帧对象并入栈\n",
    ">- 函数执行结束：帧对象出栈并销毁\n",
    "##### 生成器函数：\n",
    ">- 创建生成器：构建帧对象\n",
    ">- （多次）通过 next 触发执行：帧入栈\n",
    ">- （多次）遇到 yield：帧出栈（保留）\n",
    ">- 迭代结束：帧出栈并销毁"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 从生成器到协程\n",
    "generator iterator：「生成器对象」是一个用来迭代执行「生成器函数」的迭代器\n",
    ">- 数据的迭代器：针对一个包含很多元素的数据集，逐个返回其中的元素\n",
    ">- 生成器迭代器：针对一个包含很多代码的函数，分段执行其中代码\n",
    "\n",
    "让一个函数可以多次迭代运行其中的代码才是生成器对象最最根本的作用，而不仅是字面意思上的生成数据的东西。\n",
    "\n",
    "迭代产出数据只是迭代执行代码的自然结果而已。\n",
    "\n",
    "当用生成器来实现迭代器的时候，我们关注的是重点是：yield <value> 返回出来的数据。\n",
    "\n",
    "如果把焦点集中到「被迭代执行的代码」上，就能对生成器有个全新的视角，那就是「协程」。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
